diff --git a/requirements.txt b/.docker/requirements.txt
similarity index 51%
rename from requirements.txt
rename to .docker/requirements.txt
index 5f46be82d..285820e6d 100644
--- a/requirements.txt
+++ b/.docker/requirements.txt
@@ -1,10 +1,13 @@
 # This file is just used to get security alerts from GitHub. Make sure the versions match
-# in .docker/worker.dockerfile.
-numpy==1.22.*
+# in worker.dockerfile.
+numpy==1.24.*
 opencv-contrib-python-headless==4.6.0
-scipy==1.10.0
-scikit-learn
-matplotlib==3.5.2
+scipy==1.10.*
+scikit-learn==1.2.*
+matplotlib==3.6.*
 PyExcelerate==0.6.7
-Pillow==10.0.1
+Pillow==10.2.0
 Shapely==1.8.1
+torch==2.1.*
+torchvision==0.16.*
+pandas==1.5.3
diff --git a/.docker/worker.dockerfile b/.docker/worker.dockerfile
index 3f22309f5..5339ed683 100644
--- a/.docker/worker.dockerfile
+++ b/.docker/worker.dockerfile
@@ -1,32 +1,37 @@
-# PHP 8.1.13
-#FROM php:8.1-alpine
-FROM php@sha256:f9e31f22bdd89c1334a03db5c8800a5f3b1e1fe042d470adccf58a29672c6202
+# PHP 8.1.27
+# FROM php:8.1
+FROM php@sha256:9b5dfb7deef3e48d67b2599e4d3967bb3ece19fd5ba09cb8e7ee10f5facf36e0
 MAINTAINER Martin Zurowietz <martin@cebitec.uni-bielefeld.de>
 LABEL org.opencontainers.image.source https://github.com/biigle/core
 
-ARG OPENCV_VERSION=4.6.0-r3
-RUN apk add --no-cache \
-        eigen \
+RUN LC_ALL=C.UTF-8 apt-get update \
+    && apt-get install -y --no-install-recommends \
         ffmpeg \
-        lapack \
-        openblas \
-        py3-numpy \
         python3 \
-        py3-opencv="$OPENCV_VERSION"
+        python3-numpy \
+        python3-opencv \
+        python3-scipy \
+        python3-sklearn \
+        python3-matplotlib \
+        python3-shapely \
+        python3-pandas \
+    && apt-get -y autoremove \
+    && apt-get clean \
+    && rm -r /var/lib/apt/lists/*
 
 RUN ln -s "$PHP_INI_DIR/php.ini-production" "$PHP_INI_DIR/php.ini"
 ADD ".docker/all-php.ini" "$PHP_INI_DIR/conf.d/all.ini"
 
-RUN apk add --no-cache \
-        libxml2 \
-        libzip \
-        openssl \
-        postgresql \
-    && apk add --no-cache --virtual .build-deps \
+RUN LC_ALL=C.UTF-8 apt-get update \
+    && apt-get install -y --no-install-recommends \
         libxml2-dev \
         libzip-dev \
-        postgresql-dev \
-    && docker-php-ext-configure pgsql -with-pgsql=/usr/local/pgsql \
+        libpq-dev \
+    && apt-get install -y --no-install-recommends \
+        libxml2 \
+        libzip4 \
+        postgresql-client \
+    && docker-php-ext-configure pgsql -with-pgsql=/usr/bin/pgsql \
     && docker-php-ext-install -j$(nproc) \
         exif \
         pcntl \
@@ -35,15 +40,29 @@ RUN apk add --no-cache \
         pgsql \
         soap \
         zip \
-    && apk del --purge .build-deps
+    && apt-get purge -y \
+        libxml2-dev \
+        libzip-dev \
+        libpq-dev \
+    && apt-get -y autoremove \
+    && apt-get clean \
+    && rm -r /var/lib/apt/lists/*
 
 # Configure proxy if there is any. See: https://stackoverflow.com/a/2266500/1796523
 RUN [ -z "$HTTP_PROXY" ] || pear config-set http_proxy $HTTP_PROXY
-RUN apk add --no-cache yaml \
-    && apk add --no-cache --virtual .build-deps g++ make autoconf yaml-dev \
+
+RUN LC_ALL=C.UTF-8 apt-get update \
+    && apt-get install -y --no-install-recommends \
+        libyaml-dev \
+    && apt-get install -y --no-install-recommends \
+        libyaml-0-2 \
     && pecl install yaml \
-    && docker-php-ext-enable yaml \
-    && apk del --purge .build-deps
+    && printf "\n" | docker-php-ext-enable yaml \
+    && apt-get purge -y \
+        libyaml-dev \
+    && apt-get -y autoremove \
+    && apt-get clean \
+    && rm -r /var/lib/apt/lists/*
 
 ARG PHPREDIS_VERSION=5.3.7
 RUN curl -L -o /tmp/redis.tar.gz https://github.com/phpredis/phpredis/archive/${PHPREDIS_VERSION}.tar.gz \
@@ -53,70 +72,38 @@ RUN curl -L -o /tmp/redis.tar.gz https://github.com/phpredis/phpredis/archive/${
     && mv phpredis-${PHPREDIS_VERSION} /usr/src/php/ext/redis \
     && docker-php-ext-install -j$(nproc) redis
 
-ENV PKG_CONFIG_PATH="/usr/local/lib/pkgconfig:${PKG_CONFIG_PATH}"
-# Install vips from source because the apk package does not have dzsave support! Install
-# libvips and the vips PHP extension in one go so the *-dev dependencies are reused.
-ARG LIBVIPS_VERSION=8.12.2
-ARG PHP_VIPS_EXT_VERSION=1.0.13
-RUN apk add --no-cache --virtual .build-deps \
-        autoconf \
-        automake \
-        build-base \
-        expat-dev \
-        glib-dev \
-        libgsf-dev \
-        libjpeg-turbo-dev \
-        libpng-dev \
-        tiff-dev \
-    && apk add --no-cache \
-        expat \
-        glib \
-        libgsf \
-        libjpeg-turbo \
-        libpng \
-        tiff \
-    && cd /tmp \
-    && curl -L https://github.com/libvips/libvips/releases/download/v${LIBVIPS_VERSION}/vips-${LIBVIPS_VERSION}.tar.gz -o vips-${LIBVIPS_VERSION}.tar.gz \
-    && tar -xzf vips-${LIBVIPS_VERSION}.tar.gz \
-    && cd vips-${LIBVIPS_VERSION} \
-    && ./configure \
-        --without-python \
-        --enable-debug=no \
-        --disable-dependency-tracking \
-        --disable-static \
-    && make -j $(nproc) \
-    && make -s install-strip \
-    && cd /tmp \
-    && curl -L https://github.com/libvips/php-vips-ext/raw/master/vips-${PHP_VIPS_EXT_VERSION}.tgz -o  vips-${PHP_VIPS_EXT_VERSION}.tgz \
-    && echo '' | pecl install vips-${PHP_VIPS_EXT_VERSION}.tgz \
+# ENV PKG_CONFIG_PATH="/usr/local/lib/pkgconfig:${PKG_CONFIG_PATH}"
+
+RUN LC_ALL=C.UTF-8 apt-get update \
+    && apt-get install -y --no-install-recommends \
+        libvips-dev \
+    && apt-get install -y --no-install-recommends \
+        libvips42 \
+    && pecl install vips \
     && docker-php-ext-enable vips \
-    && rm -r /tmp/* \
-    && apk del --purge .build-deps \
-    && rm -rf /var/cache/apk/*
+    && apt-get purge -y \
+        libvips-dev \
+    && apt-get -y autoremove \
+    && apt-get clean \
+    && rm -r /var/lib/apt/lists/*
 
 # Unset proxy configuration again.
 RUN [ -z "$HTTP_PROXY" ] || pear config-set http_proxy ""
 
-# Other Python dependencies are added with the OpenCV build above.
-RUN apk add --no-cache py3-scipy py3-scikit-learn py3-matplotlib py3-shapely
-
-# Set this library path so the Python modules are linked correctly.
-# See: https://github.com/python-pillow/Pillow/issues/1763#issuecomment-204252397
-ENV LIBRARY_PATH=/lib:/usr/lib
-# Install Python dependencies. Note that these also depend on some image processing libs
-# that were installed along with vips.
-RUN apk add --no-cache --virtual .build-deps \
-        python3-dev \
-        py3-pip \
-        py3-wheel \
-        build-base \
-        libjpeg-turbo-dev \
-        libpng-dev \
-    && pip3 install --no-cache-dir \
+RUN LC_ALL=C.UTF-8 apt-get update \
+    && apt-get install -y --no-install-recommends \
+        python3-pip \
+    && pip3 install --no-cache-dir --break-system-packages \
         PyExcelerate==0.6.7 \
-        Pillow==10.0.1 \
-    && apk del --purge .build-deps \
-    && rm -rf /var/cache/apk/*
+        Pillow==10.2.0 \
+    && pip3 install --no-cache-dir --break-system-packages --index-url https://download.pytorch.org/whl/cpu \
+        torch==2.1.* \
+        torchvision==0.16.* \
+    && apt-get purge -y \
+        python3-pip \
+    && apt-get -y autoremove \
+    && apt-get clean \
+    && rm -r /var/lib/apt/lists/*
 
 WORKDIR /var/www
 
diff --git a/.env.example b/.env.example
index c28ab4eec..95fc1dfb5 100644
--- a/.env.example
+++ b/.env.example
@@ -21,12 +21,6 @@ DB_DATABASE="biigle"
 DB_USERNAME="biigle"
 DB_PASSWORD="secret"
 
-VECTOR_DB_HOST="vector_database"
-VECTOR_DB_PORT=5432
-VECTOR_DB_DATABASE="biigle"
-VECTOR_DB_USERNAME="biigle"
-VECTOR_DB_PASSWORD="secret"
-
 VOLUME_ADMIN_STORAGE_DISKS=local
 
 BROADCAST_DRIVER=pusher
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 000000000..62d13e938
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,26 @@
+version: 2
+updates:
+    - package-ecosystem: pip
+      directory: "/.docker"
+      schedule:
+          interval: "weekly"
+      # Disable version updates
+      open-pull-requests-limit: 0
+    - package-ecosystem: composer
+      directory: "/"
+      schedule:
+          interval: "weekly"
+      # Disable version updates
+      open-pull-requests-limit: 0
+    - package-ecosystem: npm
+      directory: "/"
+      schedule:
+          interval: "weekly"
+      # Disable version updates
+      open-pull-requests-limit: 0
+    - package-ecosystem: github-actions
+      directory: "/"
+      schedule:
+          interval: "weekly"
+      # Disable version updates
+      open-pull-requests-limit: 0
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 186e9b977..20158218a 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -37,7 +37,6 @@ jobs:
     - name: Start test database
       run: |
         docker-compose up -d --no-build database_testing
-        docker-compose up -d --no-build vector_database_testing
         sleep 5
 
     - name: Run tests
@@ -80,7 +79,6 @@ jobs:
     - name: Start test database
       run: |
         docker-compose up -d --no-build database_testing
-        docker-compose up -d --no-build vector_database_testing
         sleep 5
 
     - name: Run tests
diff --git a/.github/workflows/update-schema.yml b/.github/workflows/update-schema.yml
index 46ea35c70..c117d1cab 100644
--- a/.github/workflows/update-schema.yml
+++ b/.github/workflows/update-schema.yml
@@ -16,7 +16,7 @@ jobs:
     - name: Trigger schema update
       run: |
         curl -X POST --fail \
-          -H "Authorization: token ${{ secrets.TOKEN }}" \
+          -H "Authorization: token ${{ secrets.BIIGLE_SCHEMA_API_TOKEN }}" \
           -H "Content-Type: application/json" \
           --data '{"event_type": "build_application"}' \
           https://api.github.com/repos/biigle/schema/dispatches
diff --git a/DEVELOPING.md b/DEVELOPING.md
index cb74a00df..f5fadd97f 100644
--- a/DEVELOPING.md
+++ b/DEVELOPING.md
@@ -34,7 +34,7 @@ composer create-project biigle/core:dev-dev-modules \
 
 Note the `--ignore-platform-reqs` flag to keep Composer from complaining about missing requirements. These requirements will be met by the Docker containers.
 
-This will set up the project in the `dev-modules` branch of this repository. The `dev-modules` branch is configured with all BIIGLE modules which makes it easy to start module development. If you want to develop a feature directly in `biigle/core`, please switch to the `master` branch (or create your own branch based on `master`).
+This will set up the project in the `dev-modules` branch of this repository. The `dev-modules` branch is configured with all BIIGLE modules which makes it easy to start module development. If you want to develop a feature directly in `biigle/core`, please switch to the `master` branch (or create your own branch based on `master`). Pull requests from a `dev-modules`-based branch will not be accepted.
 
 ### 2. Build and run the application
 
diff --git a/app/Console/Commands/NewUser.php b/app/Console/Commands/NewUser.php
index 1059b6b1e..785d503c2 100644
--- a/app/Console/Commands/NewUser.php
+++ b/app/Console/Commands/NewUser.php
@@ -39,6 +39,8 @@ public function handle()
 
         if ($this->confirm('Should the user be global admin? [y|N]')) {
             $u->role_id = Role::adminId();
+        } else {
+            $u->role_id = Role::editorId();
         }
 
         if ($this->confirm('Do you wish to auto-generate a password? [y|N]')) {
diff --git a/app/Events/AnnotationLabelAttached.php b/app/Events/AnnotationLabelAttached.php
new file mode 100644
index 000000000..c710c9991
--- /dev/null
+++ b/app/Events/AnnotationLabelAttached.php
@@ -0,0 +1,17 @@
+<?php
+
+namespace Biigle\Events;
+
+use Biigle\AnnotationLabel;
+use Illuminate\Contracts\Events\ShouldDispatchAfterCommit;
+use Illuminate\Foundation\Events\Dispatchable;
+
+class AnnotationLabelAttached implements ShouldDispatchAfterCommit
+{
+    use Dispatchable;
+
+    public function __construct(public AnnotationLabel $annotationLabel)
+    {
+        //
+    }
+}
diff --git a/app/Http/Controllers/Api/ImageAnnotationLabelController.php b/app/Http/Controllers/Api/ImageAnnotationLabelController.php
index 0451cb471..357a19e7d 100644
--- a/app/Http/Controllers/Api/ImageAnnotationLabelController.php
+++ b/app/Http/Controllers/Api/ImageAnnotationLabelController.php
@@ -2,6 +2,7 @@
 
 namespace Biigle\Http\Controllers\Api;
 
+use Biigle\Events\AnnotationLabelAttached;
 use Biigle\Http\Requests\StoreImageAnnotationLabel;
 use Biigle\ImageAnnotation;
 use Biigle\ImageAnnotationLabel;
@@ -184,6 +185,8 @@ public function store(StoreImageAnnotationLabel $request)
             // should not be returned
             unset($annotationLabel->annotation);
 
+            AnnotationLabelAttached::dispatch($annotationLabel);
+
             return response($annotationLabel, 201);
         } catch (QueryException $e) {
             // Although we check for existence above, this error happened some time.
diff --git a/app/Http/Controllers/Api/VideoAnnotationLabelController.php b/app/Http/Controllers/Api/VideoAnnotationLabelController.php
index c949988c7..377e3be1b 100644
--- a/app/Http/Controllers/Api/VideoAnnotationLabelController.php
+++ b/app/Http/Controllers/Api/VideoAnnotationLabelController.php
@@ -2,6 +2,7 @@
 
 namespace Biigle\Http\Controllers\Api;
 
+use Biigle\Events\AnnotationLabelAttached;
 use Biigle\Http\Requests\DestroyVideoAnnotationLabel;
 use Biigle\Http\Requests\StoreVideoAnnotationLabel;
 use Biigle\VideoAnnotationLabel;
@@ -65,6 +66,8 @@ public function store(StoreVideoAnnotationLabel $request)
             // should not be returned
             unset($annotationLabel->annotation);
 
+            AnnotationLabelAttached::dispatch($annotationLabel);
+
             return response($annotationLabel, 201);
         } catch (QueryException $e) {
             // Although we check for existence above, this error happened some time.
diff --git a/app/Http/Controllers/Views/Videos/VideoController.php b/app/Http/Controllers/Views/Videos/VideoController.php
index 873fd9d74..7bcbc516a 100644
--- a/app/Http/Controllers/Views/Videos/VideoController.php
+++ b/app/Http/Controllers/Views/Videos/VideoController.php
@@ -72,15 +72,36 @@ public function show(Request $request, $id)
             'too-large' => VIDEO::ERROR_TOO_LARGE,
         ]);
 
-        return view('videos.show', compact(
-            'user',
-            'video',
-            'volume',
-            'videos',
-            'shapes',
-            'labelTrees',
-            'annotationSessions',
-            'errors'
-        ));
+        $fileIds = $volume->orderedFiles()->pluck('uuid', 'id');
+
+        $thumbUriTemplate = thumbnail_url(':uuid', config('videos.thumbnail_storage_disk'));
+
+        $spritesThumbnailsPerSprite = config('videos.sprites_thumbnails_per_sprite');
+        $spritesThumbnailInterval = config('videos.sprites_thumbnail_interval');
+        $spritesMaxThumbnails = config('videos.sprites_max_thumbnails');
+        $spritesMinThumbnails = config('videos.sprites_min_thumbnails');
+        $spritesThumbnailWidth = config('videos.sprites_thumbnail_width');
+        $spritesThumbnailHeight = config('videos.sprites_thumbnail_height');
+        return view(
+            'videos.show',
+            compact(
+                'user',
+                'video',
+                'volume',
+                'videos',
+                'shapes',
+                'labelTrees',
+                'annotationSessions',
+                'errors',
+                'fileIds',
+                'thumbUriTemplate',
+                'spritesThumbnailsPerSprite',
+                'spritesThumbnailInterval',
+                'spritesMaxThumbnails',
+                'spritesMinThumbnails',
+                'spritesThumbnailWidth',
+                'spritesThumbnailHeight'
+            )
+        );
     }
 }
diff --git a/app/Http/Requests/StoreVolume.php b/app/Http/Requests/StoreVolume.php
index 0536b53b0..ae34feb48 100644
--- a/app/Http/Requests/StoreVolume.php
+++ b/app/Http/Requests/StoreVolume.php
@@ -48,7 +48,7 @@ public function rules()
         return [
             'name' => 'required|max:512',
             'media_type' => ['filled', Rule::in(array_keys(MediaType::INSTANCES))],
-            'url' => ['required', 'max:256', new VolumeUrl],
+            'url' => ['required', 'string', 'max:256', new VolumeUrl],
             'files' => [
                 'required',
                 'array',
diff --git a/app/Http/Requests/UpdateVolume.php b/app/Http/Requests/UpdateVolume.php
index c9be93624..d1ad2c6b3 100644
--- a/app/Http/Requests/UpdateVolume.php
+++ b/app/Http/Requests/UpdateVolume.php
@@ -37,7 +37,7 @@ public function rules()
     {
         return [
             'name' => 'filled|max:512',
-            'url' => ['filled', new VolumeUrl],
+            'url' => ['filled', 'string', 'max:256', new VolumeUrl],
             'handle' => ['nullable', 'max:256', new Handle],
         ];
     }
diff --git a/app/Jobs/CloneImagesOrVideos.php b/app/Jobs/CloneImagesOrVideos.php
index f087975d4..bf58c1e5f 100644
--- a/app/Jobs/CloneImagesOrVideos.php
+++ b/app/Jobs/CloneImagesOrVideos.php
@@ -8,8 +8,8 @@
 use Biigle\ImageAnnotation;
 use Biigle\ImageAnnotationLabel;
 use Biigle\ImageLabel;
-use Biigle\Modules\Largo\Jobs\GenerateImageAnnotationPatch;
-use Biigle\Modules\Largo\Jobs\GenerateVideoAnnotationPatch;
+use Biigle\Modules\Largo\Jobs\ProcessAnnotatedImage;
+use Biigle\Modules\Largo\Jobs\ProcessAnnotatedVideo;
 use Biigle\Project;
 use Biigle\Traits\ChecksMetadataStrings;
 use Biigle\Video;
@@ -144,10 +144,10 @@ public function handle()
             if ($volume->hasIfdo()) {
                 $this->copyIfdoFile($volume->id, $copy->id);
             }
-            $copy->save();
-
             $copy->creating_async = false;
 
+            $copy->save();
+
             event('volume.cloned', [$copy->id]);
         });
 
@@ -162,24 +162,26 @@ public function postProcessCloning($volume)
     {
         ProcessNewVolumeFiles::dispatch($volume);
 
-        if (class_exists(GenerateImageAnnotationPatch::class)) {
-            ImageAnnotation::join('images', 'images.id', '=', 'image_annotations.image_id')
-                ->where('images.volume_id', "=", $volume->id)
-                ->select('image_annotations.id')
-                ->eachById(function ($annotation) {
-                    GenerateImageAnnotationPatch::dispatch($annotation)
+        // Give the ProcessNewVolumeFiles job a head start so the file thumbnails are
+        // generated (mostly) before the annotation thumbnails.
+        $delay = now()->addSeconds(30);
+
+        if (class_exists(ProcessAnnotatedImage::class)) {
+            $volume->images()->whereHas('annotations')
+                ->eachById(function ($image) use ($delay) {
+                    ProcessAnnotatedImage::dispatch($image)
+                        ->delay($delay)
                         ->onQueue(config('largo.generate_annotation_patch_queue'));
-                }, 1000, 'image_annotations.id', 'id');
+                });
         }
 
-        if (class_exists(GenerateVideoAnnotationPatch::class)) {
-            VideoAnnotation::join('videos', 'videos.id', '=', 'video_annotations.video_id')
-                ->where('videos.volume_id', "=", $volume->id)
-                ->select('video_annotations.id')
-                ->eachById(function ($annotation) {
-                    GenerateVideoAnnotationPatch::dispatch($annotation)
+        if (class_exists(ProcessAnnotatedVideo::class)) {
+            $volume->videos()
+                ->whereHas('annotations')->eachById(function ($video) use ($delay) {
+                    ProcessAnnotatedVideo::dispatch($video)
+                        ->delay($delay)
                         ->onQueue(config('largo.generate_annotation_patch_queue'));
-                }, 1000, 'video_annotations.id', 'id');
+                });
         }
     }
 
diff --git a/app/Jobs/ProcessNewVideo.php b/app/Jobs/ProcessNewVideo.php
index 4efa99580..f411d33e5 100644
--- a/app/Jobs/ProcessNewVideo.php
+++ b/app/Jobs/ProcessNewVideo.php
@@ -240,7 +240,7 @@ protected function generateVideoThumbnail($path, $time, $width, $height)
         $buffer = $this->ffmpegVideo->frame(TimeCode::fromSeconds($time))
             ->save(null, false, true);
 
-        return VipsImage::thumbnail_buffer($buffer, $width, ['height' => $height])
+        return VipsImage::thumbnail_buffer($buffer, $width, ['height' => $height, 'size' => 'force'])
         ;
     }
 
@@ -290,29 +290,29 @@ protected function getThumbnailTimes($duration)
     protected function generateSprites($path, $duration, $disk, $fragment)
     {
 
-        $maxFrames = config('videos.sprites_max_frames');
-        $minFrames = config('videos.sprites_min_frames');
-        $framesPerSprite = config('videos.frames_per_sprite');
-        $thumbsPerRow = sqrt($framesPerSprite);
+        $maxThumbnails = config('videos.sprites_max_thumbnails');
+        $minThumbnails = config('videos.sprites_min_thumbnails');
+        $thumbnailsPerSprite = config('videos.sprites_thumbnails_per_sprite');
+        $thumbnailsPerRow = sqrt($thumbnailsPerSprite);
         $thumbnailWidth = config('videos.sprites_thumbnail_width');
         $thumbnailHeight = config('videos.sprites_thumbnail_height');
         $spriteFormat = config('videos.sprites_format');
-        $intervalSeconds = config('videos.sprites_interval_seconds');
+        $defaultThumbnailInterval = config('videos.sprites_thumbnail_interval');
         $durationRounded = floor($duration * 10) / 10;
-        $estimatedFrames = $durationRounded / $intervalSeconds;
-        // Adjust the frame time based on the number of estimated frames
-        $intervalSeconds = ($estimatedFrames > $maxFrames) ? $durationRounded / $maxFrames
-            : (($estimatedFrames < $minFrames) ? $durationRounded / $minFrames : 10);
+        $estimatedThumbnails = $durationRounded / $defaultThumbnailInterval;
+        // Adjust the frame time based on the number of estimated thumbnails
+        $thumbnailInterval = ($estimatedThumbnails > $maxThumbnails) ? $durationRounded / $maxThumbnails
+            : (($estimatedThumbnails < $minThumbnails) ? $durationRounded / $minThumbnails : $defaultThumbnailInterval);
 
         $thumbnails = [];
         $spritesCounter = 0;
-        for ($time = 0.0; $time < $durationRounded && $durationRounded > 0; $time += $intervalSeconds) {
+        for ($time = 0.0; $time < $durationRounded && $durationRounded > 0; $time += $thumbnailInterval) {
             $time = round($time, 1);
             // Create a thumbnail from the video at the specified time and add it to the thumbnails array.
             $thumbnails[] = $this->generateVideoThumbnail($path, $time, $thumbnailWidth, $thumbnailHeight);
-            if (count($thumbnails) === $framesPerSprite || $time >= abs($durationRounded - $intervalSeconds)) {
+            if (count($thumbnails) === $thumbnailsPerSprite || $time >= abs($durationRounded - $thumbnailInterval)) {
                 // Join the thumbnails into a NxN sprite
-                $sprite = VipsImage::arrayjoin($thumbnails, ['across' => $thumbsPerRow]);
+                $sprite = VipsImage::arrayjoin($thumbnails, ['across' => $thumbnailsPerRow]);
                 // Write the sprite to buffer with quality 75 and stripped metadata
                 $spriteBuffer = $sprite->writeToBuffer(".{$spriteFormat}", [
                     'Q' => 75,
diff --git a/app/VideoAnnotation.php b/app/VideoAnnotation.php
index f3bde3df5..a8bb6b9c1 100644
--- a/app/VideoAnnotation.php
+++ b/app/VideoAnnotation.php
@@ -105,7 +105,8 @@ public function validatePoints(array $points = [])
             throw new Exception('The number of key frames does not match the number of annotation coordinates.');
         }
 
-        array_map([$this, 'parent::validatePoints'], $this->points);
+        // Gaps are represented as empty arrays
+        array_map(function ($point) { if (count($point)) { parent::validatePoints($point); } }, $this->points);
     }
 
     /**
diff --git a/composer.json b/composer.json
index 95fc3371b..6d7909886 100644
--- a/composer.json
+++ b/composer.json
@@ -23,7 +23,6 @@
         "ext-soap": "*",
         "ext-vips": "*",
         "ext-yaml": "*",
-        "ankane/pgvector": "^0.1.3",
         "biigle/laravel-file-cache": "^4.0",
         "doctrine/dbal": "^3.0",
         "duncan3dc/bom-string": "^1.1",
@@ -34,6 +33,7 @@
         "laravel/tinker": "^2.8",
         "laravel/ui": "^4.0",
         "msurguy/honeypot": "^1.0",
+        "pgvector/pgvector": "^0.1.4",
         "php-ffmpeg/php-ffmpeg": "^1.0",
         "pusher/pusher-php-server": "^7.2",
         "ramsey/uuid": "^4.0",
diff --git a/composer.lock b/composer.lock
index 4fbd6435f..2f0a46f09 100644
--- a/composer.lock
+++ b/composer.lock
@@ -4,60 +4,8 @@
         "Read more about it at https://getcomposer.org/doc/01-basic-usage.md#installing-dependencies",
         "This file is @generated automatically"
     ],
-    "content-hash": "ab35d47f47714e545261a34f23ee8be7",
+    "content-hash": "ca56d5f114fc956ac8efe6bcdefe8180",
     "packages": [
-        {
-            "name": "ankane/pgvector",
-            "version": "v0.1.3",
-            "source": {
-                "type": "git",
-                "url": "https://github.com/pgvector/pgvector-php.git",
-                "reference": "ff407388899b5e9e268021448c106655846ede91"
-            },
-            "dist": {
-                "type": "zip",
-                "url": "https://api.github.com/repos/pgvector/pgvector-php/zipball/ff407388899b5e9e268021448c106655846ede91",
-                "reference": "ff407388899b5e9e268021448c106655846ede91",
-                "shasum": ""
-            },
-            "require": {
-                "php": ">= 7.4"
-            },
-            "require-dev": {
-                "illuminate/database": ">= 9.0",
-                "phpunit/phpunit": "^9"
-            },
-            "type": "library",
-            "extra": {
-                "laravel": {
-                    "providers": [
-                        "Pgvector\\Laravel\\PgvectorServiceProvider"
-                    ]
-                }
-            },
-            "autoload": {
-                "psr-4": {
-                    "Pgvector\\": "src/",
-                    "Pgvector\\Laravel\\": "src/laravel/"
-                }
-            },
-            "notification-url": "https://packagist.org/downloads/",
-            "license": [
-                "MIT"
-            ],
-            "authors": [
-                {
-                    "name": "Andrew Kane",
-                    "email": "andrew@ankane.org"
-                }
-            ],
-            "description": "pgvector support for PHP",
-            "support": {
-                "issues": "https://github.com/pgvector/pgvector-php/issues",
-                "source": "https://github.com/pgvector/pgvector-php"
-            },
-            "time": "2023-10-03T23:29:14+00:00"
-        },
         {
             "name": "bacon/bacon-qr-code",
             "version": "2.0.8",
@@ -226,6 +174,75 @@
             ],
             "time": "2023-01-15T23:15:59+00:00"
         },
+        {
+            "name": "carbonphp/carbon-doctrine-types",
+            "version": "2.0.0",
+            "source": {
+                "type": "git",
+                "url": "https://github.com/CarbonPHP/carbon-doctrine-types.git",
+                "reference": "67a77972b9f398ae7068dabacc39c08aeee170d5"
+            },
+            "dist": {
+                "type": "zip",
+                "url": "https://api.github.com/repos/CarbonPHP/carbon-doctrine-types/zipball/67a77972b9f398ae7068dabacc39c08aeee170d5",
+                "reference": "67a77972b9f398ae7068dabacc39c08aeee170d5",
+                "shasum": ""
+            },
+            "require": {
+                "php": "^7.4 || ^8.0"
+            },
+            "conflict": {
+                "doctrine/dbal": "<3.7.0 || >=4.0.0"
+            },
+            "require-dev": {
+                "doctrine/dbal": "^3.7.0",
+                "nesbot/carbon": "^2.71.0 || ^3.0.0",
+                "phpunit/phpunit": "^10.3"
+            },
+            "type": "library",
+            "autoload": {
+                "psr-4": {
+                    "Carbon\\Doctrine\\": "src/Carbon/Doctrine/"
+                }
+            },
+            "notification-url": "https://packagist.org/downloads/",
+            "license": [
+                "MIT"
+            ],
+            "authors": [
+                {
+                    "name": "KyleKatarn",
+                    "email": "kylekatarnls@gmail.com"
+                }
+            ],
+            "description": "Types to use Carbon in Doctrine",
+            "keywords": [
+                "carbon",
+                "date",
+                "datetime",
+                "doctrine",
+                "time"
+            ],
+            "support": {
+                "issues": "https://github.com/CarbonPHP/carbon-doctrine-types/issues",
+                "source": "https://github.com/CarbonPHP/carbon-doctrine-types/tree/2.0.0"
+            },
+            "funding": [
+                {
+                    "url": "https://github.com/kylekatarnls",
+                    "type": "github"
+                },
+                {
+                    "url": "https://opencollective.com/Carbon",
+                    "type": "open_collective"
+                },
+                {
+                    "url": "https://tidelift.com/funding/github/packagist/nesbot/carbon",
+                    "type": "tidelift"
+                }
+            ],
+            "time": "2023-10-01T14:29:01+00:00"
+        },
         {
             "name": "dasprid/enum",
             "version": "1.0.5",
@@ -446,16 +463,16 @@
         },
         {
             "name": "doctrine/dbal",
-            "version": "3.7.0",
+            "version": "3.7.2",
             "source": {
                 "type": "git",
                 "url": "https://github.com/doctrine/dbal.git",
-                "reference": "00d03067f07482f025d41ab55e4ba0db5eca2cdf"
+                "reference": "0ac3c270590e54910715e9a1a044cc368df282b2"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/doctrine/dbal/zipball/00d03067f07482f025d41ab55e4ba0db5eca2cdf",
-                "reference": "00d03067f07482f025d41ab55e4ba0db5eca2cdf",
+                "url": "https://api.github.com/repos/doctrine/dbal/zipball/0ac3c270590e54910715e9a1a044cc368df282b2",
+                "reference": "0ac3c270590e54910715e9a1a044cc368df282b2",
                 "shasum": ""
             },
             "require": {
@@ -471,7 +488,7 @@
                 "doctrine/coding-standard": "12.0.0",
                 "fig/log-test": "^1",
                 "jetbrains/phpstorm-stubs": "2023.1",
-                "phpstan/phpstan": "1.10.35",
+                "phpstan/phpstan": "1.10.42",
                 "phpstan/phpstan-strict-rules": "^1.5",
                 "phpunit/phpunit": "9.6.13",
                 "psalm/plugin-phpunit": "0.18.4",
@@ -539,7 +556,7 @@
             ],
             "support": {
                 "issues": "https://github.com/doctrine/dbal/issues",
-                "source": "https://github.com/doctrine/dbal/tree/3.7.0"
+                "source": "https://github.com/doctrine/dbal/tree/3.7.2"
             },
             "funding": [
                 {
@@ -555,20 +572,20 @@
                     "type": "tidelift"
                 }
             ],
-            "time": "2023-09-26T20:56:55+00:00"
+            "time": "2023-11-19T08:06:58+00:00"
         },
         {
             "name": "doctrine/deprecations",
-            "version": "v1.1.1",
+            "version": "1.1.2",
             "source": {
                 "type": "git",
                 "url": "https://github.com/doctrine/deprecations.git",
-                "reference": "612a3ee5ab0d5dd97b7cf3874a6efe24325efac3"
+                "reference": "4f2d4f2836e7ec4e7a8625e75c6aa916004db931"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/doctrine/deprecations/zipball/612a3ee5ab0d5dd97b7cf3874a6efe24325efac3",
-                "reference": "612a3ee5ab0d5dd97b7cf3874a6efe24325efac3",
+                "url": "https://api.github.com/repos/doctrine/deprecations/zipball/4f2d4f2836e7ec4e7a8625e75c6aa916004db931",
+                "reference": "4f2d4f2836e7ec4e7a8625e75c6aa916004db931",
                 "shasum": ""
             },
             "require": {
@@ -600,9 +617,9 @@
             "homepage": "https://www.doctrine-project.org/",
             "support": {
                 "issues": "https://github.com/doctrine/deprecations/issues",
-                "source": "https://github.com/doctrine/deprecations/tree/v1.1.1"
+                "source": "https://github.com/doctrine/deprecations/tree/1.1.2"
             },
-            "time": "2023-06-03T09:27:29+00:00"
+            "time": "2023-09-27T20:04:15+00:00"
         },
         {
             "name": "doctrine/event-manager",
@@ -983,16 +1000,16 @@
         },
         {
             "name": "egulias/email-validator",
-            "version": "4.0.1",
+            "version": "4.0.2",
             "source": {
                 "type": "git",
                 "url": "https://github.com/egulias/EmailValidator.git",
-                "reference": "3a85486b709bc384dae8eb78fb2eec649bdb64ff"
+                "reference": "ebaaf5be6c0286928352e054f2d5125608e5405e"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/egulias/EmailValidator/zipball/3a85486b709bc384dae8eb78fb2eec649bdb64ff",
-                "reference": "3a85486b709bc384dae8eb78fb2eec649bdb64ff",
+                "url": "https://api.github.com/repos/egulias/EmailValidator/zipball/ebaaf5be6c0286928352e054f2d5125608e5405e",
+                "reference": "ebaaf5be6c0286928352e054f2d5125608e5405e",
                 "shasum": ""
             },
             "require": {
@@ -1001,8 +1018,8 @@
                 "symfony/polyfill-intl-idn": "^1.26"
             },
             "require-dev": {
-                "phpunit/phpunit": "^9.5.27",
-                "vimeo/psalm": "^4.30"
+                "phpunit/phpunit": "^10.2",
+                "vimeo/psalm": "^5.12"
             },
             "suggest": {
                 "ext-intl": "PHP Internationalization Libraries are required to use the SpoofChecking validation"
@@ -1038,7 +1055,7 @@
             ],
             "support": {
                 "issues": "https://github.com/egulias/EmailValidator/issues",
-                "source": "https://github.com/egulias/EmailValidator/tree/4.0.1"
+                "source": "https://github.com/egulias/EmailValidator/tree/4.0.2"
             },
             "funding": [
                 {
@@ -1046,20 +1063,20 @@
                     "type": "github"
                 }
             ],
-            "time": "2023-01-14T14:17:03+00:00"
+            "time": "2023-10-06T06:47:41+00:00"
         },
         {
             "name": "endroid/qr-code",
-            "version": "4.8.4",
+            "version": "4.8.5",
             "source": {
                 "type": "git",
                 "url": "https://github.com/endroid/qr-code.git",
-                "reference": "a122b85d4a5a3257d471257a43ac3e5676a27ffe"
+                "reference": "0db25b506a8411a5e1644ebaa67123a6eb7b6a77"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/endroid/qr-code/zipball/a122b85d4a5a3257d471257a43ac3e5676a27ffe",
-                "reference": "a122b85d4a5a3257d471257a43ac3e5676a27ffe",
+                "url": "https://api.github.com/repos/endroid/qr-code/zipball/0db25b506a8411a5e1644ebaa67123a6eb7b6a77",
+                "reference": "0db25b506a8411a5e1644ebaa67123a6eb7b6a77",
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             },
             "require": {
@@ -1113,7 +1130,7 @@
             ],
             "support": {
                 "issues": "https://github.com/endroid/qr-code/issues",
-                "source": "https://github.com/endroid/qr-code/tree/4.8.4"
+                "source": "https://github.com/endroid/qr-code/tree/4.8.5"
             },
             "funding": [
                 {
@@ -1121,7 +1138,7 @@
                     "type": "github"
                 }
             ],
-            "time": "2023-08-28T18:12:07+00:00"
+            "time": "2023-09-29T14:03:20+00:00"
         },
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             "name": "evenement/evenement",
@@ -1172,21 +1189,21 @@
         },
         {
             "name": "fruitcake/php-cors",
-            "version": "v1.2.0",
+            "version": "v1.3.0",
             "source": {
                 "type": "git",
                 "url": "https://github.com/fruitcake/php-cors.git",
-                "reference": "58571acbaa5f9f462c9c77e911700ac66f446d4e"
+                "reference": "3d158f36e7875e2f040f37bc0573956240a5a38b"
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             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/fruitcake/php-cors/zipball/58571acbaa5f9f462c9c77e911700ac66f446d4e",
-                "reference": "58571acbaa5f9f462c9c77e911700ac66f446d4e",
+                "url": "https://api.github.com/repos/fruitcake/php-cors/zipball/3d158f36e7875e2f040f37bc0573956240a5a38b",
+                "reference": "3d158f36e7875e2f040f37bc0573956240a5a38b",
                 "shasum": ""
             },
             "require": {
                 "php": "^7.4|^8.0",
-                "symfony/http-foundation": "^4.4|^5.4|^6"
+                "symfony/http-foundation": "^4.4|^5.4|^6|^7"
             },
             "require-dev": {
                 "phpstan/phpstan": "^1.4",
@@ -1196,7 +1213,7 @@
             "type": "library",
             "extra": {
                 "branch-alias": {
-                    "dev-main": "1.1-dev"
+                    "dev-master": "1.2-dev"
                 }
             },
             "autoload": {
@@ -1227,7 +1244,7 @@
             ],
             "support": {
                 "issues": "https://github.com/fruitcake/php-cors/issues",
-                "source": "https://github.com/fruitcake/php-cors/tree/v1.2.0"
+                "source": "https://github.com/fruitcake/php-cors/tree/v1.3.0"
             },
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                 {
@@ -1239,28 +1256,28 @@
                     "type": "github"
                 }
             ],
-            "time": "2022-02-20T15:07:15+00:00"
+            "time": "2023-10-12T05:21:21+00:00"
         },
         {
             "name": "graham-campbell/result-type",
-            "version": "v1.1.1",
+            "version": "v1.1.2",
             "source": {
                 "type": "git",
                 "url": "https://github.com/GrahamCampbell/Result-Type.git",
-                "reference": "672eff8cf1d6fe1ef09ca0f89c4b287d6a3eb831"
+                "reference": "fbd48bce38f73f8a4ec8583362e732e4095e5862"
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             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/GrahamCampbell/Result-Type/zipball/672eff8cf1d6fe1ef09ca0f89c4b287d6a3eb831",
-                "reference": "672eff8cf1d6fe1ef09ca0f89c4b287d6a3eb831",
+                "url": "https://api.github.com/repos/GrahamCampbell/Result-Type/zipball/fbd48bce38f73f8a4ec8583362e732e4095e5862",
+                "reference": "fbd48bce38f73f8a4ec8583362e732e4095e5862",
                 "shasum": ""
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             "require": {
                 "php": "^7.2.5 || ^8.0",
-                "phpoption/phpoption": "^1.9.1"
+                "phpoption/phpoption": "^1.9.2"
             },
             "require-dev": {
-                "phpunit/phpunit": "^8.5.32 || ^9.6.3 || ^10.0.12"
+                "phpunit/phpunit": "^8.5.34 || ^9.6.13 || ^10.4.2"
             },
             "type": "library",
             "autoload": {
@@ -1289,7 +1306,7 @@
             ],
             "support": {
                 "issues": "https://github.com/GrahamCampbell/Result-Type/issues",
-                "source": "https://github.com/GrahamCampbell/Result-Type/tree/v1.1.1"
+                "source": "https://github.com/GrahamCampbell/Result-Type/tree/v1.1.2"
             },
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@@ -1301,20 +1318,20 @@
                     "type": "tidelift"
                 }
             ],
-            "time": "2023-02-25T20:23:15+00:00"
+            "time": "2023-11-12T22:16:48+00:00"
         },
         {
             "name": "guzzlehttp/guzzle",
-            "version": "7.8.0",
+            "version": "7.8.1",
             "source": {
                 "type": "git",
                 "url": "https://github.com/guzzle/guzzle.git",
-                "reference": "1110f66a6530a40fe7aea0378fe608ee2b2248f9"
+                "reference": "41042bc7ab002487b876a0683fc8dce04ddce104"
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                 "type": "zip",
-                "url": "https://api.github.com/repos/guzzle/guzzle/zipball/1110f66a6530a40fe7aea0378fe608ee2b2248f9",
-                "reference": "1110f66a6530a40fe7aea0378fe608ee2b2248f9",
+                "url": "https://api.github.com/repos/guzzle/guzzle/zipball/41042bc7ab002487b876a0683fc8dce04ddce104",
+                "reference": "41042bc7ab002487b876a0683fc8dce04ddce104",
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@@ -1329,11 +1346,11 @@
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-                "bamarni/composer-bin-plugin": "^1.8.1",
+                "bamarni/composer-bin-plugin": "^1.8.2",
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                 "php-http/client-integration-tests": "dev-master#2c025848417c1135031fdf9c728ee53d0a7ceaee as 3.0.999",
                 "php-http/message-factory": "^1.1",
-                "phpunit/phpunit": "^8.5.29 || ^9.5.23",
+                "phpunit/phpunit": "^8.5.36 || ^9.6.15",
                 "psr/log": "^1.1 || ^2.0 || ^3.0"
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@@ -1411,7 +1428,7 @@
             ],
             "support": {
                 "issues": "https://github.com/guzzle/guzzle/issues",
-                "source": "https://github.com/guzzle/guzzle/tree/7.8.0"
+                "source": "https://github.com/guzzle/guzzle/tree/7.8.1"
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@@ -1427,28 +1444,28 @@
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-            "time": "2023-08-27T10:20:53+00:00"
+            "time": "2023-12-03T20:35:24+00:00"
         },
         {
             "name": "guzzlehttp/promises",
-            "version": "2.0.1",
+            "version": "2.0.2",
             "source": {
                 "type": "git",
                 "url": "https://github.com/guzzle/promises.git",
-                "reference": "111166291a0f8130081195ac4556a5587d7f1b5d"
+                "reference": "bbff78d96034045e58e13dedd6ad91b5d1253223"
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-                "phpunit/phpunit": "^8.5.29 || ^9.5.23"
+                "bamarni/composer-bin-plugin": "^1.8.2",
+                "phpunit/phpunit": "^8.5.36 || ^9.6.15"
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             "type": "library",
             "extra": {
@@ -1494,7 +1511,7 @@
             ],
             "support": {
                 "issues": "https://github.com/guzzle/promises/issues",
-                "source": "https://github.com/guzzle/promises/tree/2.0.1"
+                "source": "https://github.com/guzzle/promises/tree/2.0.2"
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@@ -1510,20 +1527,20 @@
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-                    "dev-main": "10.3-dev"
+                    "dev-main": "10.5-dev"
                 }
             },
             "autoload": {
@@ -9648,7 +9742,7 @@
             "support": {
                 "issues": "https://github.com/sebastianbergmann/phpunit/issues",
                 "security": "https://github.com/sebastianbergmann/phpunit/security/policy",
-                "source": "https://github.com/sebastianbergmann/phpunit/tree/10.3.5"
+                "source": "https://github.com/sebastianbergmann/phpunit/tree/10.5.2"
             },
             "funding": [
                 {
@@ -9664,7 +9758,7 @@
                     "type": "tidelift"
                 }
             ],
-            "time": "2023-09-19T05:42:37+00:00"
+            "time": "2023-12-05T14:54:33+00:00"
         },
         {
             "name": "pimple/pimple",
@@ -10038,16 +10132,16 @@
         },
         {
             "name": "sebastian/complexity",
-            "version": "3.0.1",
+            "version": "3.1.0",
             "source": {
                 "type": "git",
                 "url": "https://github.com/sebastianbergmann/complexity.git",
-                "reference": "c70b73893e10757af9c6a48929fa6a333b56a97a"
+                "reference": "68cfb347a44871f01e33ab0ef8215966432f6957"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/sebastianbergmann/complexity/zipball/c70b73893e10757af9c6a48929fa6a333b56a97a",
-                "reference": "c70b73893e10757af9c6a48929fa6a333b56a97a",
+                "url": "https://api.github.com/repos/sebastianbergmann/complexity/zipball/68cfb347a44871f01e33ab0ef8215966432f6957",
+                "reference": "68cfb347a44871f01e33ab0ef8215966432f6957",
                 "shasum": ""
             },
             "require": {
@@ -10060,7 +10154,7 @@
             "type": "library",
             "extra": {
                 "branch-alias": {
-                    "dev-main": "3.0-dev"
+                    "dev-main": "3.1-dev"
                 }
             },
             "autoload": {
@@ -10084,7 +10178,7 @@
             "support": {
                 "issues": "https://github.com/sebastianbergmann/complexity/issues",
                 "security": "https://github.com/sebastianbergmann/complexity/security/policy",
-                "source": "https://github.com/sebastianbergmann/complexity/tree/3.0.1"
+                "source": "https://github.com/sebastianbergmann/complexity/tree/3.1.0"
             },
             "funding": [
                 {
@@ -10092,7 +10186,7 @@
                     "type": "github"
                 }
             ],
-            "time": "2023-08-31T09:55:53+00:00"
+            "time": "2023-09-28T11:50:59+00:00"
         },
         {
             "name": "sebastian/diff",
@@ -10709,16 +10803,16 @@
         },
         {
             "name": "spatie/array-to-xml",
-            "version": "3.2.0",
+            "version": "3.2.2",
             "source": {
                 "type": "git",
                 "url": "https://github.com/spatie/array-to-xml.git",
-                "reference": "f9ab39c808500c347d5a8b6b13310bd5221e39e7"
+                "reference": "96be97e664c87613121d073ea39af4c74e57a7f8"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/spatie/array-to-xml/zipball/f9ab39c808500c347d5a8b6b13310bd5221e39e7",
-                "reference": "f9ab39c808500c347d5a8b6b13310bd5221e39e7",
+                "url": "https://api.github.com/repos/spatie/array-to-xml/zipball/96be97e664c87613121d073ea39af4c74e57a7f8",
+                "reference": "96be97e664c87613121d073ea39af4c74e57a7f8",
                 "shasum": ""
             },
             "require": {
@@ -10756,7 +10850,7 @@
                 "xml"
             ],
             "support": {
-                "source": "https://github.com/spatie/array-to-xml/tree/3.2.0"
+                "source": "https://github.com/spatie/array-to-xml/tree/3.2.2"
             },
             "funding": [
                 {
@@ -10768,7 +10862,7 @@
                     "type": "github"
                 }
             ],
-            "time": "2023-07-19T18:30:26+00:00"
+            "time": "2023-11-14T14:08:51+00:00"
         },
         {
             "name": "spatie/backtrace",
@@ -10969,16 +11063,16 @@
         },
         {
             "name": "spatie/ray",
-            "version": "1.39.0",
+            "version": "1.40.1",
             "source": {
                 "type": "git",
                 "url": "https://github.com/spatie/ray.git",
-                "reference": "7ab6bd01dc6a8ecdd836b3182d40a04308ae0c75"
+                "reference": "8e6547ff47aae2e4f615a5dcea1e5e4911b1dc9f"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/spatie/ray/zipball/7ab6bd01dc6a8ecdd836b3182d40a04308ae0c75",
-                "reference": "7ab6bd01dc6a8ecdd836b3182d40a04308ae0c75",
+                "url": "https://api.github.com/repos/spatie/ray/zipball/8e6547ff47aae2e4f615a5dcea1e5e4911b1dc9f",
+                "reference": "8e6547ff47aae2e4f615a5dcea1e5e4911b1dc9f",
                 "shasum": ""
             },
             "require": {
@@ -11029,7 +11123,7 @@
             ],
             "support": {
                 "issues": "https://github.com/spatie/ray/issues",
-                "source": "https://github.com/spatie/ray/tree/1.39.0"
+                "source": "https://github.com/spatie/ray/tree/1.40.1"
             },
             "funding": [
                 {
@@ -11041,20 +11135,20 @@
                     "type": "other"
                 }
             ],
-            "time": "2023-09-18T10:36:07+00:00"
+            "time": "2023-11-20T08:20:15+00:00"
         },
         {
             "name": "symfony/filesystem",
-            "version": "v6.3.1",
+            "version": "v6.4.0",
             "source": {
                 "type": "git",
                 "url": "https://github.com/symfony/filesystem.git",
-                "reference": "edd36776956f2a6fcf577edb5b05eb0e3bdc52ae"
+                "reference": "952a8cb588c3bc6ce76f6023000fb932f16a6e59"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/symfony/filesystem/zipball/edd36776956f2a6fcf577edb5b05eb0e3bdc52ae",
-                "reference": "edd36776956f2a6fcf577edb5b05eb0e3bdc52ae",
+                "url": "https://api.github.com/repos/symfony/filesystem/zipball/952a8cb588c3bc6ce76f6023000fb932f16a6e59",
+                "reference": "952a8cb588c3bc6ce76f6023000fb932f16a6e59",
                 "shasum": ""
             },
             "require": {
@@ -11088,7 +11182,7 @@
             "description": "Provides basic utilities for the filesystem",
             "homepage": "https://symfony.com",
             "support": {
-                "source": "https://github.com/symfony/filesystem/tree/v6.3.1"
+                "source": "https://github.com/symfony/filesystem/tree/v6.4.0"
             },
             "funding": [
                 {
@@ -11104,20 +11198,20 @@
                     "type": "tidelift"
                 }
             ],
-            "time": "2023-06-01T08:30:39+00:00"
+            "time": "2023-07-26T17:27:13+00:00"
         },
         {
             "name": "symfony/options-resolver",
-            "version": "v6.3.0",
+            "version": "v6.4.0",
             "source": {
                 "type": "git",
                 "url": "https://github.com/symfony/options-resolver.git",
-                "reference": "a10f19f5198d589d5c33333cffe98dc9820332dd"
+                "reference": "22301f0e7fdeaacc14318928612dee79be99860e"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/symfony/options-resolver/zipball/a10f19f5198d589d5c33333cffe98dc9820332dd",
-                "reference": "a10f19f5198d589d5c33333cffe98dc9820332dd",
+                "url": "https://api.github.com/repos/symfony/options-resolver/zipball/22301f0e7fdeaacc14318928612dee79be99860e",
+                "reference": "22301f0e7fdeaacc14318928612dee79be99860e",
                 "shasum": ""
             },
             "require": {
@@ -11155,7 +11249,7 @@
                 "options"
             ],
             "support": {
-                "source": "https://github.com/symfony/options-resolver/tree/v6.3.0"
+                "source": "https://github.com/symfony/options-resolver/tree/v6.4.0"
             },
             "funding": [
                 {
@@ -11171,7 +11265,7 @@
                     "type": "tidelift"
                 }
             ],
-            "time": "2023-05-12T14:21:09+00:00"
+            "time": "2023-08-08T10:16:24+00:00"
         },
         {
             "name": "symfony/polyfill-iconv",
@@ -11337,7 +11431,7 @@
         },
         {
             "name": "symfony/stopwatch",
-            "version": "v6.3.0",
+            "version": "v6.4.0",
             "source": {
                 "type": "git",
                 "url": "https://github.com/symfony/stopwatch.git",
@@ -11379,7 +11473,7 @@
             "description": "Provides a way to profile code",
             "homepage": "https://symfony.com",
             "support": {
-                "source": "https://github.com/symfony/stopwatch/tree/v6.3.0"
+                "source": "https://github.com/symfony/stopwatch/tree/v6.4.0"
             },
             "funding": [
                 {
@@ -11399,16 +11493,16 @@
         },
         {
             "name": "symfony/yaml",
-            "version": "v6.3.3",
+            "version": "v6.4.0",
             "source": {
                 "type": "git",
                 "url": "https://github.com/symfony/yaml.git",
-                "reference": "e23292e8c07c85b971b44c1c4b87af52133e2add"
+                "reference": "4f9237a1bb42455d609e6687d2613dde5b41a587"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/symfony/yaml/zipball/e23292e8c07c85b971b44c1c4b87af52133e2add",
-                "reference": "e23292e8c07c85b971b44c1c4b87af52133e2add",
+                "url": "https://api.github.com/repos/symfony/yaml/zipball/4f9237a1bb42455d609e6687d2613dde5b41a587",
+                "reference": "4f9237a1bb42455d609e6687d2613dde5b41a587",
                 "shasum": ""
             },
             "require": {
@@ -11420,7 +11514,7 @@
                 "symfony/console": "<5.4"
             },
             "require-dev": {
-                "symfony/console": "^5.4|^6.0"
+                "symfony/console": "^5.4|^6.0|^7.0"
             },
             "bin": [
                 "Resources/bin/yaml-lint"
@@ -11451,7 +11545,7 @@
             "description": "Loads and dumps YAML files",
             "homepage": "https://symfony.com",
             "support": {
-                "source": "https://github.com/symfony/yaml/tree/v6.3.3"
+                "source": "https://github.com/symfony/yaml/tree/v6.4.0"
             },
             "funding": [
                 {
@@ -11467,20 +11561,20 @@
                     "type": "tidelift"
                 }
             ],
-            "time": "2023-07-31T07:08:24+00:00"
+            "time": "2023-11-06T11:00:25+00:00"
         },
         {
             "name": "theseer/tokenizer",
-            "version": "1.2.1",
+            "version": "1.2.2",
             "source": {
                 "type": "git",
                 "url": "https://github.com/theseer/tokenizer.git",
-                "reference": "34a41e998c2183e22995f158c581e7b5e755ab9e"
+                "reference": "b2ad5003ca10d4ee50a12da31de12a5774ba6b96"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/theseer/tokenizer/zipball/34a41e998c2183e22995f158c581e7b5e755ab9e",
-                "reference": "34a41e998c2183e22995f158c581e7b5e755ab9e",
+                "url": "https://api.github.com/repos/theseer/tokenizer/zipball/b2ad5003ca10d4ee50a12da31de12a5774ba6b96",
+                "reference": "b2ad5003ca10d4ee50a12da31de12a5774ba6b96",
                 "shasum": ""
             },
             "require": {
@@ -11509,7 +11603,7 @@
             "description": "A small library for converting tokenized PHP source code into XML and potentially other formats",
             "support": {
                 "issues": "https://github.com/theseer/tokenizer/issues",
-                "source": "https://github.com/theseer/tokenizer/tree/1.2.1"
+                "source": "https://github.com/theseer/tokenizer/tree/1.2.2"
             },
             "funding": [
                 {
@@ -11517,20 +11611,20 @@
                     "type": "github"
                 }
             ],
-            "time": "2021-07-28T10:34:58+00:00"
+            "time": "2023-11-20T00:12:19+00:00"
         },
         {
             "name": "vimeo/psalm",
-            "version": "5.15.0",
+            "version": "5.17.0",
             "source": {
                 "type": "git",
                 "url": "https://github.com/vimeo/psalm.git",
-                "reference": "5c774aca4746caf3d239d9c8cadb9f882ca29352"
+                "reference": "c620f6e80d0abfca532b00bda366062aaedf6e5d"
             },
             "dist": {
                 "type": "zip",
-                "url": "https://api.github.com/repos/vimeo/psalm/zipball/5c774aca4746caf3d239d9c8cadb9f882ca29352",
-                "reference": "5c774aca4746caf3d239d9c8cadb9f882ca29352",
+                "url": "https://api.github.com/repos/vimeo/psalm/zipball/c620f6e80d0abfca532b00bda366062aaedf6e5d",
+                "reference": "c620f6e80d0abfca532b00bda366062aaedf6e5d",
                 "shasum": ""
             },
             "require": {
@@ -11555,8 +11649,8 @@
                 "php": "^7.4 || ~8.0.0 || ~8.1.0 || ~8.2.0 || ~8.3.0",
                 "sebastian/diff": "^4.0 || ^5.0",
                 "spatie/array-to-xml": "^2.17.0 || ^3.0",
-                "symfony/console": "^4.1.6 || ^5.0 || ^6.0",
-                "symfony/filesystem": "^5.4 || ^6.0"
+                "symfony/console": "^4.1.6 || ^5.0 || ^6.0 || ^7.0",
+                "symfony/filesystem": "^5.4 || ^6.0 || ^7.0"
             },
             "conflict": {
                 "nikic/php-parser": "4.17.0"
@@ -11578,7 +11672,7 @@
                 "psalm/plugin-phpunit": "^0.18",
                 "slevomat/coding-standard": "^8.4",
                 "squizlabs/php_codesniffer": "^3.6",
-                "symfony/process": "^4.4 || ^5.0 || ^6.0"
+                "symfony/process": "^4.4 || ^5.0 || ^6.0 || ^7.0"
             },
             "suggest": {
                 "ext-curl": "In order to send data to shepherd",
@@ -11591,7 +11685,7 @@
                 "psalm-refactor",
                 "psalter"
             ],
-            "type": "library",
+            "type": "project",
             "extra": {
                 "branch-alias": {
                     "dev-master": "5.x-dev",
@@ -11623,10 +11717,11 @@
                 "static analysis"
             ],
             "support": {
+                "docs": "https://psalm.dev/docs",
                 "issues": "https://github.com/vimeo/psalm/issues",
-                "source": "https://github.com/vimeo/psalm/tree/5.15.0"
+                "source": "https://github.com/vimeo/psalm"
             },
-            "time": "2023-08-20T23:07:30+00:00"
+            "time": "2023-12-03T20:21:41+00:00"
         },
         {
             "name": "zbateson/mail-mime-parser",
@@ -11854,5 +11949,5 @@
     "platform-overrides": {
         "php": "8.1.13"
     },
-    "plugin-api-version": "2.3.0"
+    "plugin-api-version": "2.2.0"
 }
diff --git a/config/database.php b/config/database.php
index b3a9e5583..90ce98207 100644
--- a/config/database.php
+++ b/config/database.php
@@ -78,21 +78,6 @@
             'sslmode' => 'prefer',
         ],
 
-        'pgvector' => [
-            'driver' => 'pgsql',
-            'url' => env('VECTOR_DATABASE_URL'),
-            'host' => env('VECTOR_DB_HOST', 'localhost'),
-            'port' => env('VECTOR_DB_PORT', '5432'),
-            'database' => env('VECTOR_DB_DATABASE', 'forge'),
-            'username' => env('VECTOR_DB_USERNAME', 'forge'),
-            'password' => env('VECTOR_DB_PASSWORD', ''),
-            'charset' => 'utf8',
-            'prefix' => '',
-            'prefix_indexes' => true,
-            'search_path' => 'public',
-            'sslmode' => 'prefer',
-        ],
-
         'sqlsrv' => [
             'driver' => 'sqlsrv',
             'url' => env('DATABASE_URL'),
diff --git a/config/videos.php b/config/videos.php
index 4cdcd6967..eea11cd55 100644
--- a/config/videos.php
+++ b/config/videos.php
@@ -53,20 +53,20 @@
     'track_object_max_jobs_per_user' => env('VIDEOS_TRACK_OBJECT_MAX_JOBS_PER_USER', 10),
 
     /*
-    | Number of max frames to generate for sprites.
+    | Number of max thumbnails to generate for sprites.
     */
-    'sprites_max_frames' => 1500,
+    'sprites_max_thumbnails' => 1500,
 
     /*
-    | Number of min frames to generate for sprites.
+    | Number of min thumbnails to generate for sprites.
     */
-    'sprites_min_frames' => 5,
+    'sprites_min_thumbnails' => 5,
 
     /*
-    | Number of frames per sprite. Default 5x5 = 25.
+    | Number of thumbnails per sprite. Default 5x5 = 25.
     | The square root of the number must be an integer.
     */
-    'frames_per_sprite' => 25,
+    'sprites_thumbnails_per_sprite' => 25,
 
     /*
     | Dimensions of the thumbnail images to create in sprites.
@@ -83,5 +83,5 @@
     | Standard time interval at which thumbnails should be sampled when generating sprites.
     | It will be adjusted dynamically during the process.
     */
-    'sprites_interval_seconds' => 10,
+    'sprites_thumbnail_interval' => 2.5,
 ];
diff --git a/database/factories/ApiTokenFactory.php b/database/factories/ApiTokenFactory.php
index 8cfbf76e2..85c242576 100644
--- a/database/factories/ApiTokenFactory.php
+++ b/database/factories/ApiTokenFactory.php
@@ -17,8 +17,8 @@ public function definition()
         return [
             'owner_id' => User::factory(),
             'purpose' => $this->faker->sentence(),
-            // 'password'
-            'hash' => '$2y$10$CD13uR2iKSZ2Eyuro5H4yu9sflwe/AA2GAJsdrzRyKnkV9qaz1FaK',
+            // 'password', hashed with 4 rounds as defined in phpunit.xml
+            'hash' => '$2y$04$aqV2XBF34eexL9ezbQZs1eM872NWgH5MhvrmD0SC9qUbhmg9EoxJq',
         ];
     }
 }
diff --git a/database/factories/UserFactory.php b/database/factories/UserFactory.php
index 7e40765c4..e5180945a 100644
--- a/database/factories/UserFactory.php
+++ b/database/factories/UserFactory.php
@@ -18,8 +18,8 @@ public function definition(): array
         return [
             'firstname' => $this->faker->firstName(),
             'lastname' => $this->faker->lastName(),
-            // 'password'
-            'password' => '$2y$10$CD13uR2iKSZ2Eyuro5H4yu9sflwe/AA2GAJsdrzRyKnkV9qaz1FaK',
+            // 'password', hashed with 4 rounds as defined in phpunit.xml
+            'password' => '$2y$04$aqV2XBF34eexL9ezbQZs1eM872NWgH5MhvrmD0SC9qUbhmg9EoxJq',
             'email' => $this->faker->unique()->email(),
             'remember_token' => Str::random(10),
             'uuid' => $this->faker->unique()->uuid(),
diff --git a/database/migrations/2022_08_03_000000_create_vector_extension.php b/database/migrations/2022_08_03_000000_create_vector_extension.php
index a81ef7679..e785a2415 100644
--- a/database/migrations/2022_08_03_000000_create_vector_extension.php
+++ b/database/migrations/2022_08_03_000000_create_vector_extension.php
@@ -11,7 +11,14 @@
      */
     public function up()
     {
-        DB::connection('pgvector')->statement('CREATE EXTENSION IF NOT EXISTS vector');
+        // The pgvector connection was removed later so it may not always be present.
+        // There is a second migration that enables pgvector for the default connection.
+        // See: https://github.com/biigle/maia/pull/150
+        if (!is_null(config('database.connections-pgvector'))) {
+            DB::connection('pgvector')
+                ->statement('CREATE EXTENSION IF NOT EXISTS vector');
+
+        }
     }
 
     /**
@@ -21,6 +28,10 @@ public function up()
      */
     public function down()
     {
-        DB::connection('pgvector')->statement('DROP EXTENSION IF EXISTS vector');
+        if (!is_null(config('database.connections-pgvector'))) {
+            DB::connection('pgvector')
+                ->statement('DROP EXTENSION IF NOT EXISTS vector');
+
+        }
     }
 };
diff --git a/database/migrations/2023_12_12_150300_create_vector_extension.php b/database/migrations/2023_12_12_150300_create_vector_extension.php
new file mode 100644
index 000000000..b53387f08
--- /dev/null
+++ b/database/migrations/2023_12_12_150300_create_vector_extension.php
@@ -0,0 +1,26 @@
+<?php
+
+use Illuminate\Database\Migrations\Migration;
+use Illuminate\Support\Facades\DB;
+
+return new class extends Migration {
+    /**
+     * Run the migrations.
+     *
+     * @return void
+     */
+    public function up()
+    {
+        DB::statement('CREATE EXTENSION IF NOT EXISTS vector');
+    }
+
+    /**
+     * Reverse the migrations.
+     *
+     * @return void
+     */
+    public function down()
+    {
+        DB::statement('DROP EXTENSION IF NOT EXISTS vector');
+    }
+};
diff --git a/docker-compose.yml b/docker-compose.yml
index 9b7ca2cd2..c4aaae6f5 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -22,7 +22,6 @@ services:
     depends_on:
       - app
       - database_testing
-      - vector_database_testing
     build:
       context: ./
       dockerfile: .docker/worker.dockerfile
@@ -66,7 +65,7 @@ services:
 
   # The database
   database:
-    image: postgres:14-alpine
+    image: ghcr.io/biigle/pgvector
     volumes:
       - dbdata:/var/lib/postgresql/data
       - ./:/data
@@ -77,28 +76,7 @@ services:
     ports:
       - "54320:5432"
 
-  vector_database:
-    image: ghcr.io/biigle/pgvector
-    volumes:
-      - vecdbdata:/var/lib/postgresql/data
-      - ./:/data
-    environment:
-      - "POSTGRES_DB=biigle"
-      - "POSTGRES_USER=biigle"
-      - "POSTGRES_PASSWORD=secret"
-    ports:
-      - "54321:5432"
-
   database_testing:
-    image: postgres:14-alpine
-    tmpfs:
-      - /var/lib/postgresql/data
-    environment:
-      - "POSTGRES_DB=biigle"
-      - "POSTGRES_USER=biigle"
-      - "POSTGRES_PASSWORD=secret"
-
-  vector_database_testing:
     image: ghcr.io/biigle/pgvector
     tmpfs:
       - /var/lib/postgresql/data
@@ -109,5 +87,3 @@ services:
 
 volumes:
   dbdata:
-  vecdbdata:
-
diff --git a/package-lock.json b/package-lock.json
index 3ccdb9948..532e0b250 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -5872,9 +5872,9 @@
       "dev": true
     },
     "node_modules/follow-redirects": {
-      "version": "1.14.8",
-      "resolved": "https://registry.npmjs.org/follow-redirects/-/follow-redirects-1.14.8.tgz",
-      "integrity": "sha512-1x0S9UVJHsQprFcEC/qnNzBLcIxsjAV905f/UkQxbclCsoTWlacCNOpQa/anodLl2uaEKFhfWOvM2Qg77+15zA==",
+      "version": "1.15.4",
+      "resolved": "https://registry.npmjs.org/follow-redirects/-/follow-redirects-1.15.4.tgz",
+      "integrity": "sha512-Cr4D/5wlrb0z9dgERpUL3LrmPKVDsETIJhaCMeDfuFYcqa5bldGV6wBsAN6X/vxlXQtFBMrXdXxdL8CbDTGniw==",
       "dev": true,
       "funding": [
         {
@@ -16087,9 +16087,9 @@
       "dev": true
     },
     "follow-redirects": {
-      "version": "1.14.8",
-      "resolved": "https://registry.npmjs.org/follow-redirects/-/follow-redirects-1.14.8.tgz",
-      "integrity": "sha512-1x0S9UVJHsQprFcEC/qnNzBLcIxsjAV905f/UkQxbclCsoTWlacCNOpQa/anodLl2uaEKFhfWOvM2Qg77+15zA==",
+      "version": "1.15.4",
+      "resolved": "https://registry.npmjs.org/follow-redirects/-/follow-redirects-1.15.4.tgz",
+      "integrity": "sha512-Cr4D/5wlrb0z9dgERpUL3LrmPKVDsETIJhaCMeDfuFYcqa5bldGV6wBsAN6X/vxlXQtFBMrXdXxdL8CbDTGniw==",
       "dev": true
     },
     "forwarded": {
diff --git a/phpunit.xml b/phpunit.xml
index c76f72bbd..2b47f3e9e 100644
--- a/phpunit.xml
+++ b/phpunit.xml
@@ -29,9 +29,5 @@
         <env name="DB_DATABASE" value="biigle"/>
         <env name="DB_USERNAME" value="biigle"/>
         <env name="DB_PASSWORD" value="secret"/>
-        <env name="VECTOR_DB_HOST" value="vector_database_testing"/>
-        <env name="VECTOR_DB_DATABASE" value="biigle"/>
-        <env name="VECTOR_DB_USERNAME" value="biigle"/>
-        <env name="VECTOR_DB_PASSWORD" value="secret"/>
     </php>
 </phpunit>
diff --git a/resources/assets/js/videos/components/scrollStrip.vue b/resources/assets/js/videos/components/scrollStrip.vue
index 4636cf5c2..a6a0fdf9f 100644
--- a/resources/assets/js/videos/components/scrollStrip.vue
+++ b/resources/assets/js/videos/components/scrollStrip.vue
@@ -10,10 +10,19 @@
                 :style="scrollerStyle"
                 @mousemove="handleUpdateHoverTime"
                 >
+                    <thumbnail-preview
+                        :duration="duration"
+                        :hoverTime="hoverTime"
+                        :clientMouseX="clientMouseX"
+                        :scrollstripTop="scrollstripTop"
+                        v-if="showThumb && showThumbPreview"
+                        ></thumbnail-preview>
                     <video-progress
                         :duration="duration"
                         :element-width="elementWidth"
                         @seek="emitSeek"
+                        @mousemove="handleVideoProgressMousemove"
+                        @mouseout="hideThumbnailPreview"
                         ></video-progress>
                     <div class="annotation-tracks-wrapper">
                         <annotation-tracks
@@ -52,11 +61,13 @@ import AnnotationTracks from './annotationTracks';
 import Events from '../../core/events';
 import Keyboard from '../../core/keyboard';
 import VideoProgress from './videoProgress';
+import ThumbnailPreview from './thumbnailPreview';
 
 export default {
     components: {
         videoProgress: VideoProgress,
         annotationTracks: AnnotationTracks,
+        thumbnailPreview: ThumbnailPreview,
     },
     props: {
         tracks: {
@@ -77,6 +88,10 @@ export default {
             type: Boolean,
             default: false,
         },
+        showThumbnailPreview: {
+            type: Boolean,
+            default: true
+        }
     },
     data() {
         return {
@@ -91,6 +106,10 @@ export default {
             hoverTime: 0,
             hasOverflowTop: false,
             hasOverflowBottom: false,
+            // thumbnail preview
+            clientMouseX: 0,
+            scrollstripTop: 0,
+            showThumb: false,
         };
     },
     computed: {
@@ -137,6 +156,9 @@ export default {
         hasOverflowRight() {
             return this.elementWidth + this.scrollLeft > this.initialElementWidth;
         },
+        showThumbPreview() {
+            return this.showThumbnailPreview && this.showThumb;
+        }
     },
     methods: {
         updateInitialElementWidth() {
@@ -210,6 +232,14 @@ export default {
             this.hasOverflowTop = false;
             this.hasOverflowBottom = false;
         },
+        handleVideoProgressMousemove(clientX) {
+            this.showThumb = true;
+            this.clientMouseX = clientX;
+            this.scrollstripTop = this.$refs.scroller.getBoundingClientRect().top;
+        },
+        hideThumbnailPreview() {
+            this.showThumb = false;
+        },
     },
     watch: {
         hoverTime(time) {
diff --git a/resources/assets/js/videos/components/settingsTab.vue b/resources/assets/js/videos/components/settingsTab.vue
index 3932af765..f5d6c6d38 100644
--- a/resources/assets/js/videos/components/settingsTab.vue
+++ b/resources/assets/js/videos/components/settingsTab.vue
@@ -15,6 +15,7 @@ export default {
                 'showLabelTooltip',
                 'showMousePosition',
                 'showProgressIndicator',
+                'showThumbnailPreview'
             ],
             annotationOpacity: 1,
             showMinimap: true,
@@ -23,6 +24,7 @@ export default {
             showMousePosition: false,
             playbackRate: 1.0,
             showProgressIndicator: true,
+            showThumbnailPreview: true,
         };
     },
     methods: {
@@ -50,6 +52,12 @@ export default {
         handleHideProgressIndicator() {
             this.showProgressIndicator = false;
         },
+        handleShowThumbnailPreview() {
+            this.showThumbnailPreview = true;
+        },
+        handleHideThumbnailPreview() {
+            this.showThumbnailPreview = false;
+        },
     },
     watch: {
         annotationOpacity(value) {
@@ -86,6 +94,10 @@ export default {
             this.$emit('update', 'showProgressIndicator', show);
             Settings.set('showProgressIndicator', show);
         },
+        showThumbnailPreview(show) {
+            this.$emit('update', 'showThumbnailPreview', show);
+            Settings.set('showThumbnailPreview', show);
+        },
     },
     created() {
         this.restoreKeys.forEach((key) => {
diff --git a/resources/assets/js/videos/components/thumbnailPreview.vue b/resources/assets/js/videos/components/thumbnailPreview.vue
new file mode 100644
index 000000000..4607ea889
--- /dev/null
+++ b/resources/assets/js/videos/components/thumbnailPreview.vue
@@ -0,0 +1,159 @@
+<template>
+    <div 
+        class="thumbnail-preview" 
+        ref="thumbnailPreview" 
+        :style="thumbnailStyle"
+        :width="thumbnailWidth" 
+        :height="thumbnailHeight"
+        v-show="!spriteNotFound">
+        
+        <canvas 
+            class="thumbnail-canvas" 
+            ref="thumbnailCanvas" 
+            :width="thumbnailWidth" 
+            :height="thumbnailHeight"
+            ></canvas>
+    </div>
+</template>
+
+<script>
+
+let transformUuid = function (uuid) {
+    return uuid[0] + uuid[1] + '/' + uuid[2] + uuid[3] + '/' + uuid;
+};
+export default {
+    props: {
+        duration: {
+            type: Number,
+            required: true,
+        },
+        hoverTime: {
+            type: Number,
+            required: true,
+        },
+        clientMouseX: {
+            type: Number,
+            required: true,
+        },
+        scrollstripTop: {
+            type: Number,
+            required: true,
+        },
+    },
+    data() {
+        return {
+            thumbnailPreview: null,
+            thumbnailCanvas: null,
+            sprite: new Image(),
+            spriteIdx: 0,
+            thumbProgressBarSpace: 150,
+            sideButtonsWidth: 52,
+            spritesFolderPath: null,
+            triedUrls: {},
+            // retry sprite loading x times
+            retryAttempts: 2,
+            // start with true to hide flashing black thumbnail
+            spriteNotFound: true,
+            // default values but will be overwritten in created()
+            thumbnailWidth: 240,
+            thumbnailHeight: 138,
+            thumbnailsPerSprite: 25,
+            thumbnailInterval: 2.5,
+            estimatedThumbnails: 0,
+        };
+    },
+    computed: {
+        thumbnailStyle() {
+            let left = Math.min(
+                this.clientMouseX - this.thumbnailWidth / 2,
+                window.innerWidth - this.thumbnailWidth - this.sideButtonsWidth
+            );
+            let top = this.scrollstripTop - this.thumbProgressBarSpace;
+            return `transform: translate(${left}px, ${top}px);`
+        }
+    },
+    methods: {
+        updateSprite() {
+            this.spriteIdx = Math.floor(this.hoverTime / (this.thumbnailInterval * this.thumbnailsPerSprite));
+            let SpriteUrl = this.spritesFolderPath + "sprite_" + this.spriteIdx + ".webp";
+
+            if (!this.triedUrls[SpriteUrl]) {
+                this.triedUrls[SpriteUrl] = 0
+            }
+            if (this.triedUrls[SpriteUrl] < this.retryAttempts) {
+                this.sprite.src = SpriteUrl;
+            } else {
+                this.spriteNotFound = true;
+            }
+        },
+        viewThumbnailPreview() {
+            // calculate the current row and column of the sprite
+            let thumbnailIndex = Math.floor(this.hoverTime / this.thumbnailInterval) % this.thumbnailsPerSprite;
+            if (this.hoverTime >= this.durationRounded) {
+                thumbnailIndex = thumbnailIndex === 0 ? this.thumbnailsPerSprite - 1 : this.estimatedThumbnails - 1;
+            }
+            let thumbnailRow = Math.floor(thumbnailIndex / Math.sqrt(this.thumbnailsPerSprite));
+            let thumbnailColumn = thumbnailIndex % Math.sqrt(this.thumbnailsPerSprite);
+
+            // calculate the x and y coordinates of the sprite sheet
+            let sourceX = this.thumbnailWidth * thumbnailColumn;
+            let sourceY = this.thumbnailHeight * thumbnailRow;
+
+            // draw the current thumbnail to the canvas
+            let context = this.thumbnailCanvas.getContext('2d');
+            context.clearRect(0, 0, this.thumbnailCanvas.width, this.thumbnailCanvas.height);
+            context.drawImage(this.sprite, sourceX, sourceY, this.thumbnailWidth, this.thumbnailHeight, 0, 0, this.thumbnailCanvas.width, this.thumbnailCanvas.height);
+        },
+        updateThumbnailInterval() {
+            let maxThumbnails = biigle.$require('videos.spritesMaxThumbnails');
+            let minThumbnails = biigle.$require('videos.spritesMinThumbnails');
+            let defaultThumbnailInterval = biigle.$require('videos.spritesThumbnailInterval');
+            this.durationRounded = Math.floor(this.duration * 10) / 10;
+            this.estimatedThumbnails = Math.floor(this.durationRounded / defaultThumbnailInterval);
+            if (this.estimatedThumbnails > maxThumbnails) {
+                this.estimatedThumbnails = maxThumbnails;
+                this.thumbnailInterval = this.durationRounded / maxThumbnails;
+            } else if (this.estimatedThumbnails < minThumbnails) {
+                this.estimatedThumbnails = minThumbnails;
+                this.thumbnailInterval = this.durationRounded / minThumbnails;
+            } else {
+                this.thumbnailInterval = defaultThumbnailInterval;
+            }
+        },
+        setSpritesFolderpath() {
+            let fileUuids = biigle.$require('videos.fileUuids');
+            let thumbUri = biigle.$require('videos.thumbUri');
+            let videoid = biigle.$require('videos.id');
+            let fileUuid = fileUuids[videoid];
+            this.spritesFolderPath = thumbUri.replace(':uuid', transformUuid(fileUuid) + '/').replace('.jpg', '');
+        },
+    },
+    watch: {
+        hoverTime() {
+            this.updateSprite();
+        },
+    },
+    created() {
+        this.setSpritesFolderpath();
+        this.updateThumbnailInterval();
+        this.thumbnailWidth = biigle.$require('videos.spritesThumbnailWidth');
+        this.thumbnailHeight = biigle.$require('videos.spritesThumbnailHeight');
+        this.thumbnailsPerSprite = biigle.$require('videos.spritesThumbnailsPerSprite');
+    },
+    mounted() {
+        this.thumbnailPreview = this.$refs.thumbnailPreview;
+        this.thumbnailCanvas = this.$refs.thumbnailCanvas;
+        this.updateSprite();
+        this.sprite.onload = () => {
+            this.spriteNotFound = false;
+            this.viewThumbnailPreview();
+        }
+        this.sprite.onerror = () => {
+            this.spriteNotFound = true;
+            if (this.sprite.src in this.triedUrls) {
+                this.triedUrls[this.sprite.src]++;
+            }
+        }
+    }
+};
+</script>
\ No newline at end of file
diff --git a/resources/assets/js/videos/components/videoProgress.vue b/resources/assets/js/videos/components/videoProgress.vue
index 0906a08ad..ec859d1cc 100644
--- a/resources/assets/js/videos/components/videoProgress.vue
+++ b/resources/assets/js/videos/components/videoProgress.vue
@@ -2,6 +2,8 @@
     <div
         class="video-progress"
         @click="emitSeek"
+        @mousemove="emitMousemove" 
+        @mouseout="emitMouseout"
         >
             <tick
                 v-for="time in ticks"
@@ -31,6 +33,7 @@ export default {
     data() {
         return {
             tickSpacing: 100,
+            lastClientX: 0,
         };
     },
     computed: {
@@ -55,6 +58,15 @@ export default {
         emitSeek(e) {
             this.$emit('seek', (e.clientX - e.target.getBoundingClientRect().left) / e.target.clientWidth * this.duration);
         },
+        emitMousemove(e) {
+            if (e.clientX !== this.lastClientX) {
+                this.lastClientX = e.clientX;
+                this.$emit('mousemove', e.clientX);
+            }
+        },
+        emitMouseout() {
+            this.$emit('mouseout');
+        },
     },
 };
 </script>
diff --git a/resources/assets/js/videos/components/videoScreen.vue b/resources/assets/js/videos/components/videoScreen.vue
index 60a446f1e..89b6dc631 100644
--- a/resources/assets/js/videos/components/videoScreen.vue
+++ b/resources/assets/js/videos/components/videoScreen.vue
@@ -501,7 +501,7 @@ export default {
             this.$emit('next');
         },
         reset() {
-            this.setPaused();
+            this.setPaused(true);
             this.resetInteractionMode();
         },
     },
diff --git a/resources/assets/js/videos/components/videoScreen/annotationPlayback.vue b/resources/assets/js/videos/components/videoScreen/annotationPlayback.vue
index ac65ed8ea..fa0f65cc2 100644
--- a/resources/assets/js/videos/components/videoScreen/annotationPlayback.vue
+++ b/resources/assets/js/videos/components/videoScreen/annotationPlayback.vue
@@ -128,11 +128,9 @@ export default {
         refreshSingleAnnotation(annotation) {
             let source = this.annotationSource;
 
-            let newFeature = this.createFeature(annotation);
-            let oldFeature = source.getFeatureById(annotation.id)
-            
-            source.removeFeature(oldFeature);
-            source.addFeature(newFeature);
+            let feature = source.getFeatureById(annotation.id);
+
+            feature.set('color', annotation.labels[0].label.color);
         },
         createFeature(annotation) {
             let feature = new Feature(this.getGeometryFromPoints(annotation.shape, annotation.points[0]));
diff --git a/resources/assets/js/videos/components/videoScreen/videoPlayback.vue b/resources/assets/js/videos/components/videoScreen/videoPlayback.vue
index b832cd141..121bbc524 100644
--- a/resources/assets/js/videos/components/videoScreen/videoPlayback.vue
+++ b/resources/assets/js/videos/components/videoScreen/videoPlayback.vue
@@ -118,7 +118,7 @@ export default {
                 this.startRenderLoop();
             }
         },
-        setPaused() {
+        setPaused(dontSeek = false) {
             this.playing = false;
             this.stopRenderLoop();
             // Force render the video frame that belongs to currentTime. This is a
@@ -126,7 +126,9 @@ export default {
             // currentTime (in most cases). With the workaround we can create annotations
             // at currentTime and be sure that the same frame can be reproduced later for
             // the annotations. See: https://github.com/biigle/core/issues/433
-            this.$emit('seek', this.video.currentTime, true);
+            if (!dontSeek) {
+                this.$emit('seek', this.video.currentTime, true);
+            }
         },
         togglePlaying() {
             if (this.playing) {
diff --git a/resources/assets/js/videos/components/videoTimeline.vue b/resources/assets/js/videos/components/videoTimeline.vue
index d0329d8d2..fef6867d2 100644
--- a/resources/assets/js/videos/components/videoTimeline.vue
+++ b/resources/assets/js/videos/components/videoTimeline.vue
@@ -20,6 +20,7 @@
             :duration="duration"
             :current-time="currentTime"
             :seeking="seeking"
+            :showThumbnailPreview="showThumbnailPreview"
             @seek="emitSeek"
             @select="emitSelect"
             @deselect="emitDeselect"
@@ -65,6 +66,10 @@ export default {
                 return null;
             },
         },
+        showThumbnailPreview: {
+            type: Boolean,
+            default: true,
+        },
     },
     data() {
         return {
diff --git a/resources/assets/js/videos/main.js b/resources/assets/js/videos/main.js
index 414c9ea6b..fee4837c8 100644
--- a/resources/assets/js/videos/main.js
+++ b/resources/assets/js/videos/main.js
@@ -2,7 +2,6 @@ import './filters/videoTime';
 import Navbar from './navbar';
 import SearchResults from './searchResults';
 import VideoContainer from './videoContainer';
-
 biigle.$mount('search-results', SearchResults);
 biigle.$mount('video-annotations-navbar', Navbar);
-biigle.$mount('video-container', VideoContainer);
+biigle.$mount('video-container', VideoContainer);
\ No newline at end of file
diff --git a/resources/assets/js/videos/models/Annotation.vue b/resources/assets/js/videos/models/Annotation.vue
index bf014ff2b..a300e8bab 100644
--- a/resources/assets/js/videos/models/Annotation.vue
+++ b/resources/assets/js/videos/models/Annotation.vue
@@ -282,6 +282,16 @@ export default Vue.extend({
                 this.frames.splice(index, 1);
                 this.points.splice(index, 1);
 
+                // Remove "null" elements of adjacent gaps to
+                // avoid multiple consecutive "null"s.
+                if (index === 0 && this.frames[0] === null) {
+                    this.frames.splice(0, 1);
+                    this.points.splice(0, 1);
+                } else if (this.frames[index - 1] === null) {
+                    this.frames.splice(index - 1, 1);
+                    this.points.splice(index - 1, 1);
+                }
+
                 return VideoAnnotationApi.update({id: this.id}, {
                     frames: this.frames,
                     points: this.points
diff --git a/resources/assets/js/videos/stores/settings.js b/resources/assets/js/videos/stores/settings.js
index 5a88bd2c4..589880ac3 100644
--- a/resources/assets/js/videos/stores/settings.js
+++ b/resources/assets/js/videos/stores/settings.js
@@ -7,6 +7,7 @@ let defaults = {
     showLabelTooltip: false,
     showMousePosition: false,
     showProgressIndicator: true,
+    showThumbnailPreview: true,
 };
 
 export default new Settings({
diff --git a/resources/assets/js/videos/videoContainer.vue b/resources/assets/js/videos/videoContainer.vue
index b1c905813..61479fdcc 100644
--- a/resources/assets/js/videos/videoContainer.vue
+++ b/resources/assets/js/videos/videoContainer.vue
@@ -68,6 +68,7 @@ export default {
                 showMousePosition: false,
                 playbackRate: 1.0,
                 showProgressIndicator: true,
+                showThumbnailPreview: true,
             },
             openTab: '',
             urlParams: {
@@ -553,7 +554,11 @@ export default {
                 .then(this.handleVideoInformationResponse)
                 .then(this.fetchVideoContent)
                 .catch(this.handleVideoError)
-                .finally(this.finishLoading);
+                .finally(() => {
+                    this.finishLoading();
+                    // Avoid spinning wheel continuing to be displayed after moving fast through videos
+                    this.seeking = false;
+                });
 
             return promise;
         },
diff --git a/resources/assets/js/volumes/components/filterListComponent.vue b/resources/assets/js/volumes/components/filterListComponent.vue
index eb84345a4..24ad1315c 100644
--- a/resources/assets/js/volumes/components/filterListComponent.vue
+++ b/resources/assets/js/volumes/components/filterListComponent.vue
@@ -3,6 +3,7 @@
         <strong>with<span v-if="rule.negate">out</span></strong>
         <span v-text="name"></span>
         <strong v-if="dataName" v-text="dataName"></strong>
+        <span class="text-muted" v-text="fileCount"></span>
     </span>
 </template>
 
@@ -18,6 +19,10 @@ export default {
             type: Object,
             required: true,
         },
+        type: {
+            type: String,
+            required: true,
+        },
     },
     data() {
         return {
@@ -25,11 +30,17 @@ export default {
         };
     },
     computed: {
+        fileCount() {
+            let typeForm = this.rule.sequence.length === 1 ? `${this.type}` : `${this.type}s`;
+            return `(${this.rule.sequence.length} ${typeForm})`;
+        },
         dataName() {
             if (this.rule.data) {
-                return this.rule.data.name;
+                if(this.rule.data.name) {
+                    return this.rule.data.name;
+                }
             }
-
+            
             return '';
         },
     },
diff --git a/resources/assets/js/volumes/components/filterTab.vue b/resources/assets/js/volumes/components/filterTab.vue
index 572f8bcd8..8e1d6f4cd 100644
--- a/resources/assets/js/volumes/components/filterTab.vue
+++ b/resources/assets/js/volumes/components/filterTab.vue
@@ -161,11 +161,22 @@ export default {
 
             return null;
         },
+        itemsAreEqual(itemData, ruleData) {
+            // handle Array
+            if (itemData !== null && ruleData !== null) {
+                if (itemData instanceof Array) {
+                    return itemData.length === ruleData.length &&
+                        itemData.every((val, index) => val === ruleData[index]);
+                }
+            }
+            // handle all other types (Objects, null)
+            return itemData === ruleData;
+        },
         hasRule(rule) {
-            return this.rules.findIndex(function (item) {
+            return this.rules.findIndex((item) => {
                 return item.id === rule.id &&
                     item.negate === rule.negate &&
-                    item.data === rule.data;
+                    this.itemsAreEqual(item.data, rule.data);
             }) !== -1;
         },
         addRule(data) {
@@ -176,7 +187,6 @@ export default {
                 data: data,
                 negate: this.negate,
             };
-
             if (this.hasRule(rule)) return;
 
             this.startLoading();
diff --git a/resources/assets/sass/videos/components/_thumbnail.scss b/resources/assets/sass/videos/components/_thumbnail.scss
new file mode 100644
index 000000000..22d485b7d
--- /dev/null
+++ b/resources/assets/sass/videos/components/_thumbnail.scss
@@ -0,0 +1,12 @@
+.thumbnail-preview {
+    position: fixed;
+    top: 0;
+    left: 0;
+    z-index: 1;
+}
+
+.thumbnail-canvas {
+    @extend %info-box;
+    padding: 0;
+    box-shadow: 0 0 0 1px rgba(255, 255, 255, 0.25);
+}
\ No newline at end of file
diff --git a/resources/assets/sass/videos/main.scss b/resources/assets/sass/videos/main.scss
index 35aade99b..51c588646 100644
--- a/resources/assets/sass/videos/main.scss
+++ b/resources/assets/sass/videos/main.scss
@@ -53,3 +53,4 @@
 @import 'components/annotationClip';
 @import 'components/annotationSegment';
 @import 'components/annotationKeyframe';
+@import 'components/thumbnail';
\ No newline at end of file
diff --git a/resources/assets/sass/volumes/components/_volume-image-grid-image.scss b/resources/assets/sass/volumes/components/_volume-image-grid-image.scss
index 34a2d430a..1cf6be64f 100644
--- a/resources/assets/sass/volumes/components/_volume-image-grid-image.scss
+++ b/resources/assets/sass/volumes/components/_volume-image-grid-image.scss
@@ -2,7 +2,7 @@
     position: relative;
 
     &.image-grid__image--selected {
-        &:before {
+        &:after {
             position: absolute;
             content: '';
             top: $padding-base-horizontal;
diff --git a/resources/views/manual/tutorials/videos/sidebar.blade.php b/resources/views/manual/tutorials/videos/sidebar.blade.php
index a2f628dc4..ce74e42f2 100644
--- a/resources/views/manual/tutorials/videos/sidebar.blade.php
+++ b/resources/views/manual/tutorials/videos/sidebar.blade.php
@@ -71,5 +71,10 @@
         <p>
             The mouse position switch controls the display of an additional map overlay that shows the current position of the cursor on the video in pixels.
         </p>
+
+        <p>
+            The thumbnail switch controls the display of a thumbnail preview that appears when you hover your cursor over the video progress bar. The thumbnail shows a preview of the video frame at the hovered time position.
+        </p>
+
     </div>
 @endsection
diff --git a/resources/views/videos/show.blade.php b/resources/views/videos/show.blade.php
index 09e3164a5..5d666ce6e 100644
--- a/resources/views/videos/show.blade.php
+++ b/resources/views/videos/show.blade.php
@@ -69,5 +69,13 @@ class="sidebar-container__content"
     biigle.$declare('videos.videoFilenames', {!! $videos->values() !!});
     biigle.$declare('videos.user', {!! $user !!});
     biigle.$declare('videos.isAdmin', @can('update', $volume) true @else false @endcan);
+    biigle.$declare('videos.fileUuids', {!! $fileIds !!});
+    biigle.$declare('videos.thumbUri', '{{ $thumbUriTemplate }}');
+    biigle.$declare('videos.spritesThumbnailsPerSprite', {!! $spritesThumbnailsPerSprite !!});
+    biigle.$declare('videos.spritesThumbnailInterval', {!! $spritesThumbnailInterval !!});
+    biigle.$declare('videos.spritesMaxThumbnails', {!! $spritesMaxThumbnails !!});
+    biigle.$declare('videos.spritesMinThumbnails', {!! $spritesMinThumbnails !!});
+    biigle.$declare('videos.spritesThumbnailWidth', {!! $spritesThumbnailWidth !!});
+    biigle.$declare('videos.spritesThumbnailHeight', {!! $spritesThumbnailHeight !!});
 </script>
 @endpush
diff --git a/resources/views/videos/show/content.blade.php b/resources/views/videos/show/content.blade.php
index b6cf7a816..9f9f15d79 100644
--- a/resources/views/videos/show/content.blade.php
+++ b/resources/views/videos/show/content.blade.php
@@ -69,6 +69,7 @@
       :seeking="seeking"
       :height-offset="timelineHeightOffset"
       :pending-annotation="pendingAnnotation"
+      :show-thumbnail-preview="settings.showThumbnailPreview"
       v-on:seek="seek"
       v-on:select="selectAnnotation"
       v-on:deselect="deselectAnnotation"
diff --git a/resources/views/videos/show/sidebar-settings.blade.php b/resources/views/videos/show/sidebar-settings.blade.php
index f77eb6e4c..dec80fe3c 100644
--- a/resources/views/videos/show/sidebar-settings.blade.php
+++ b/resources/views/videos/show/sidebar-settings.blade.php
@@ -35,6 +35,9 @@
                     <power-toggle :active="showMousePosition" title-off="Show mouse position" title-on="Hide mouse position" v-on:on="handleShowMousePosition" v-on:off="handleHideMousePosition">Mouse Position</power-toggle>
                 </div>
 
+                <div class="sidebar-tab__section">
+                    <power-toggle :active="showThumbnailPreview" title-off="Show Thumbnail" title-on="Hide Thumbnail" v-on:on="handleShowThumbnailPreview" v-on:off="handleHideThumbnailPreview">Thumbnail preview</power-toggle>
+                </div>
             </div>
     </settings-tab>
 </sidebar-tab>
diff --git a/resources/views/volumes/show/filters.blade.php b/resources/views/volumes/show/filters.blade.php
index e51978ecd..53dc68fb5 100644
--- a/resources/views/volumes/show/filters.blade.php
+++ b/resources/views/volumes/show/filters.blade.php
@@ -36,7 +36,7 @@
         </form>
         <ul class="list-group">
             <li v-cloak v-for="(rule, index) in rules" class="list-group-item">
-                <span v-if="index > 0" v-text="operator"></span><span v-else v-text="typeText"></span> <component :is="getListComponent(rule)" :rule="rule" v-on:refresh="refreshRule"></component> <button type="button" class="close" title="Remove this rule" v-on:click="removeRule(index)"><span aria-hidden="true">&times;</span></button>
+                <span v-if="index > 0" v-text="operator"></span><span v-else v-text="typeText"></span> <component :is="getListComponent(rule)" :rule="rule" :type="type" v-on:refresh="refreshRule"></component> <button type="button" class="close" title="Remove this rule" v-on:click="removeRule(index)"><span aria-hidden="true">&times;</span></button>
             </li>
             <li v-if="!hasRules" class="list-group-item text-muted">No filter rules</li>
         </ul>
diff --git a/tests/TestCase.php b/tests/TestCase.php
index ca99c5317..dd25deb8c 100644
--- a/tests/TestCase.php
+++ b/tests/TestCase.php
@@ -2,7 +2,6 @@
 
 use Biigle\Tests\CreatesApplication;
 use Illuminate\Foundation\Testing\RefreshDatabase;
-use Illuminate\Foundation\Testing\RefreshDatabaseState;
 use Illuminate\Foundation\Testing\TestCase as BaseTestCase;
 use Illuminate\Support\Facades\Queue;
 use Mockery\Adapter\Phpunit\MockeryPHPUnitIntegration;
@@ -10,20 +9,10 @@
 class TestCase extends BaseTestCase
 {
     use CreatesApplication, MockeryPHPUnitIntegration, RefreshDatabase;
-    use RefreshDatabase {
-        refreshTestDatabase as protected originalRefreshTestDatabase;
-    }
 
     public static $cachedPdo;
-    public static $cachedVectorPdo;
-
     protected $baseUrl = 'http://localhost';
 
-    protected $connectionsToTransact = [
-        'pgsql',
-        'pgvector',
-    ];
-
     /**
      * Default preparation for each test.
      */
@@ -54,21 +43,5 @@ protected function beforeRefreshingDatabase()
         } else {
             static::$cachedPdo = DB::getPdo();
         }
-
-        if (static::$cachedVectorPdo) {
-            DB::connection('pgvector')->setPdo(static::$cachedVectorPdo);
-        } else {
-            static::$cachedVectorPdo = DB::connection('pgvector')->getPdo();
-        }
-    }
-
-    // Custom implementation to wipe the vector database, too.
-    protected function refreshTestDatabase()
-    {
-        if (!RefreshDatabaseState::$migrated) {
-            $this->artisan('db:wipe', ['--database' => 'pgvector']);
-        }
-
-        $this->originalRefreshTestDatabase();
     }
 }
diff --git a/tests/php/Http/Controllers/Api/ApiTokenControllerTest.php b/tests/php/Http/Controllers/Api/ApiTokenControllerTest.php
index 5d4bc1f66..04ac07497 100644
--- a/tests/php/Http/Controllers/Api/ApiTokenControllerTest.php
+++ b/tests/php/Http/Controllers/Api/ApiTokenControllerTest.php
@@ -30,8 +30,8 @@ public function testIndex()
     public function testStoreWithToken()
     {
         $token = ApiTokenTest::create([
-            // 'test_token'
-            'hash' => '$2y$10$.rR7YrU9K2ZR4xgPbKs1x.AGUUKIA733CT72eC6I2piTiPY59V7.O',
+            // 'test_token', hashed with 4 rounds as defined in phpunit.xml
+            'hash' => '$2y$04$9Ncj6qJVqenJ13VtdtV5yOca8rQyN1UwATdGpAQ80FeRjS67.Efaq',
         ]);
         $response = $this->call('POST', '/api/v1/api-tokens', [], [], [], [
             'PHP_AUTH_USER' => $token->owner->email,
@@ -46,8 +46,8 @@ public function testStore()
         $this->doTestApiRoute('POST', '/api/v1/api-tokens');
 
         $token = ApiTokenTest::create([
-            // 'test_token'
-            'hash' => '$2y$10$.rR7YrU9K2ZR4xgPbKs1x.AGUUKIA733CT72eC6I2piTiPY59V7.O',
+            // 'test_token', hashed with 4 rounds as defined in phpunit.xml
+            'hash' => '$2y$04$9Ncj6qJVqenJ13VtdtV5yOca8rQyN1UwATdGpAQ80FeRjS67.Efaq',
         ]);
 
         $this->be($token->owner);
diff --git a/tests/php/Http/Controllers/Api/ImageAnnotationLabelControllerTest.php b/tests/php/Http/Controllers/Api/ImageAnnotationLabelControllerTest.php
index 1f40b3137..dba26c170 100644
--- a/tests/php/Http/Controllers/Api/ImageAnnotationLabelControllerTest.php
+++ b/tests/php/Http/Controllers/Api/ImageAnnotationLabelControllerTest.php
@@ -3,11 +3,13 @@
 namespace Biigle\Tests\Http\Controllers\Api;
 
 use ApiTestCase;
+use Biigle\Events\AnnotationLabelAttached;
 use Biigle\Tests\AnnotationSessionTest;
 use Biigle\Tests\ImageAnnotationLabelTest;
 use Biigle\Tests\ImageAnnotationTest;
 use Cache;
 use Carbon\Carbon;
+use Illuminate\Support\Facades\Event;
 use Session;
 
 class ImageAnnotationLabelControllerTest extends ApiTestCase
@@ -115,6 +117,7 @@ public function testStoreLegacy()
 
     public function store($url)
     {
+        Event::fake();
         $id = $this->annotation->id;
         $this->doTestApiRoute('POST', "{$url}/{$id}/labels");
 
@@ -150,12 +153,16 @@ public function store($url)
         $response->assertStatus(201);
         $this->assertEquals(1, $this->annotation->labels()->count());
 
+        Event::assertDispatched(AnnotationLabelAttached::class);
+
         $this->beAdmin();
         $response = $this->json('POST', "{$url}/{$id}/labels", [
             'label_id' => $this->labelRoot()->id,
             'confidence' => 0.1,
         ]);
         $response->assertStatus(201);
+
+        Event::assertDispatched(AnnotationLabelAttached::class);
         $this->assertEquals(2, $this->annotation->labels()->count());
         $response->assertJsonFragment([
             'id' => $this->labelRoot()->id,
diff --git a/tests/php/Http/Controllers/Api/UserControllerTest.php b/tests/php/Http/Controllers/Api/UserControllerTest.php
index 70d10267b..642ce3de5 100644
--- a/tests/php/Http/Controllers/Api/UserControllerTest.php
+++ b/tests/php/Http/Controllers/Api/UserControllerTest.php
@@ -16,8 +16,8 @@ class UserControllerTest extends ApiTestCase
     private function callToken($verb, $route, $user)
     {
         $token = ApiTokenTest::create([
-            // 'test_token'
-            'hash' => '$2y$10$.rR7YrU9K2ZR4xgPbKs1x.AGUUKIA733CT72eC6I2piTiPY59V7.O',
+            // 'test_token', hashed with 4 rounds as defined in phpunit.xml
+            'hash' => '$2y$04$9Ncj6qJVqenJ13VtdtV5yOca8rQyN1UwATdGpAQ80FeRjS67.Efaq',
             'owner_id' => $user->id,
         ]);
 
@@ -116,8 +116,8 @@ public function testUpdate()
         $response = $this->put('/api/v1/users/'.$this->guest()->id);
         $response->assertStatus(403);
 
-        // 'adminpassword'
-        $this->globalAdmin()->password = '$2y$10$O/OuPUHuswXD.6LRVUeHueY5hbiFkHVFaPLcdOd.sp3U9C8H9dcJS';
+        // 'adminpassword', hashed with 4 rounds as defined in phpunit.xml
+        $this->globalAdmin()->password = '$2y$04$Cwx.818Z0GgxhFxF3JN4Rejpuu9M0vBChtZTRCcgSASN.xl0TmM8a';
         $this->globalAdmin()->save();
         $this->beGlobalAdmin();
 
@@ -234,8 +234,8 @@ public function testUpdate()
 
     public function testUpdateEmailCaseInsensitive()
     {
-        // 'adminpassword'
-        $this->globalAdmin()->password = '$2y$10$O/OuPUHuswXD.6LRVUeHueY5hbiFkHVFaPLcdOd.sp3U9C8H9dcJS';
+        // 'adminpassword', hashed with 4 rounds as defined in phpunit.xml
+        $this->globalAdmin()->password = '$2y$04$Cwx.818Z0GgxhFxF3JN4Rejpuu9M0vBChtZTRCcgSASN.xl0TmM8a';
         $this->globalAdmin()->save();
         $this->beGlobalAdmin();
 
@@ -274,8 +274,8 @@ public function testUpdateAffiliation()
     public function testUpdateRole()
     {
         $user = $this->guest();
-        // 'adminpassword'
-        $this->globalAdmin()->password = '$2y$10$O/OuPUHuswXD.6LRVUeHueY5hbiFkHVFaPLcdOd.sp3U9C8H9dcJS';
+        // 'adminpassword', hashed with 4 rounds as defined in phpunit.xml
+        $this->globalAdmin()->password = '$2y$04$Cwx.818Z0GgxhFxF3JN4Rejpuu9M0vBChtZTRCcgSASN.xl0TmM8a';
         $this->globalAdmin()->save();
         $this->beGlobalAdmin();
         $this
@@ -308,8 +308,8 @@ public function testUpdateRole()
 
     public function testUpdateCanReview()
     {
-        // 'adminpassword'
-        $this->globalAdmin()->password = '$2y$10$O/OuPUHuswXD.6LRVUeHueY5hbiFkHVFaPLcdOd.sp3U9C8H9dcJS';
+        // 'adminpassword', hashed with 4 rounds as defined in phpunit.xml
+        $this->globalAdmin()->password = '$2y$04$Cwx.818Z0GgxhFxF3JN4Rejpuu9M0vBChtZTRCcgSASN.xl0TmM8a';
         $this->globalAdmin()->save();
         $this->beGlobalAdmin();
 
@@ -344,8 +344,8 @@ public function testUpdateCanReview()
 
     public function testDowngradeRoleWithCanReview()
     {
-        // 'adminpassword'
-        $this->globalAdmin()->password = '$2y$10$O/OuPUHuswXD.6LRVUeHueY5hbiFkHVFaPLcdOd.sp3U9C8H9dcJS';
+        // 'adminpassword', hashed with 4 rounds as defined in phpunit.xml
+        $this->globalAdmin()->password = '$2y$04$Cwx.818Z0GgxhFxF3JN4Rejpuu9M0vBChtZTRCcgSASN.xl0TmM8a';
         $this->globalAdmin()->save();
         $this->beGlobalAdmin();
         $user = $this->user();
@@ -378,8 +378,8 @@ public function testUpdateOwnWithToken()
 
     public function testUpdateOwn()
     {
-        // 'guest-password'
-        $this->guest()->password = '$2y$10$X/s/ecsLboxkL7T/WQzI.emOeMDXIFjj2jVXEMAK1im.7IHwT0VWi';
+        // 'guest-password', hashed with 4 rounds as defined in phpunit.xml
+        $this->guest()->password = '$2y$04$j3f9h84KswH3h30Q1CnXZuthgMt569YJdOo2NCWpS4AdLlj3emupO';
         $this->guest()->save();
 
         $this->doTestApiRoute('PUT', '/api/v1/users/my');
@@ -428,8 +428,8 @@ public function testUpdateOwn()
 
     public function testUpdateOwnEmailCaseInsensitive()
     {
-        // 'guest-password'
-        $this->guest()->password = '$2y$10$X/s/ecsLboxkL7T/WQzI.emOeMDXIFjj2jVXEMAK1im.7IHwT0VWi';
+        // 'guest-password', hashed with 4 rounds as defined in phpunit.xml
+        $this->guest()->password = '$2y$04$j3f9h84KswH3h30Q1CnXZuthgMt569YJdOo2NCWpS4AdLlj3emupO';
         $this->guest()->save();
         $this->beGuest();
 
@@ -600,8 +600,8 @@ public function testDestroyWithToken()
 
     public function testDestroy()
     {
-        // 'globalAdmin-password'
-        $this->globalAdmin()->password = '$2y$10$44FMBIkBS2hNhI09ep6UMen7fDT4/RuQKNtDTOPRCvhQxg2H0TXIm';
+        // 'globalAdmin-password', hashed with 4 rounds as defined in phpunit.xml
+        $this->globalAdmin()->password = '$2y$04$RQljsDh/mpnnPcYMAR622ueuqmNEvucy9vMT/nQyJ.jPnFWpErzIS';
         $this->globalAdmin()->save();
 
         $id = $this->guest()->id;
@@ -664,11 +664,11 @@ public function testDestroyOwnWithToken()
 
     public function testDestroyOwn()
     {
-        // 'guest-password'
-        $this->guest()->password = '$2y$10$X/s/ecsLboxkL7T/WQzI.emOeMDXIFjj2jVXEMAK1im.7IHwT0VWi';
+        // 'guest-password', hashed with 4 rounds as defined in phpunit.xml
+        $this->guest()->password = '$2y$04$j3f9h84KswH3h30Q1CnXZuthgMt569YJdOo2NCWpS4AdLlj3emupO';
         $this->guest()->save();
-        // 'editor-password'
-        $this->editor()->password = '$2y$10$2BwVwEw1AOzWx01twMmHg.FHp5N/TrK1X0KtHxRH0MN5CRrpc6k46';
+        // 'editor-password', hashed with 4 rounds as defined in phpunit.xml
+        $this->editor()->password = '$2y$04$TwIgO65v19BE9x9osMl9zeV.FX4.ZnJ/Tm9.nd.vrozYIoKMmfWme';
         $this->guest()->save();
 
         $this->doTestApiRoute('DELETE', '/api/v1/users/my');
diff --git a/tests/php/Http/Controllers/Api/VideoAnnotationLabelControllerTest.php b/tests/php/Http/Controllers/Api/VideoAnnotationLabelControllerTest.php
index 055e8f1b9..353d7e04d 100644
--- a/tests/php/Http/Controllers/Api/VideoAnnotationLabelControllerTest.php
+++ b/tests/php/Http/Controllers/Api/VideoAnnotationLabelControllerTest.php
@@ -3,11 +3,13 @@
 namespace Biigle\Tests\Http\Controllers\Api;
 
 use ApiTestCase;
+use Biigle\Events\AnnotationLabelAttached;
 use Biigle\MediaType;
 use Biigle\Tests\LabelTest;
 use Biigle\Tests\VideoAnnotationLabelTest;
 use Biigle\Tests\VideoAnnotationTest;
 use Biigle\Tests\VideoTest;
+use Illuminate\Support\Facades\Event;
 
 class VideoAnnotationLabelControllerTest extends ApiTestCase
 {
@@ -20,6 +22,7 @@ public function setUp(): void
 
     public function testStore()
     {
+        Event::fake();
         $annotation = VideoAnnotationTest::create(['video_id' => $this->video->id]);
         $id = $annotation->id;
 
@@ -51,6 +54,7 @@ public function testStore()
         $this->assertNotNull($label);
         $this->assertEquals($this->labelRoot()->id, $label->label_id);
         $this->assertEquals($this->editor()->id, $label->user_id);
+        Event::assertDispatched(AnnotationLabelAttached::class);
 
         $this
             ->postJson("api/v1/video-annotations/{$id}/labels", [
diff --git a/tests/php/Http/Controllers/Api/VolumeControllerTest.php b/tests/php/Http/Controllers/Api/VolumeControllerTest.php
index e3c59b237..44c8cdc43 100644
--- a/tests/php/Http/Controllers/Api/VolumeControllerTest.php
+++ b/tests/php/Http/Controllers/Api/VolumeControllerTest.php
@@ -186,6 +186,25 @@ public function testUpdateUrl()
         Queue::assertPushed(ProcessNewVolumeFiles::class);
     }
 
+    public function testUpdateInvalidUrl()
+    {
+        $volume = $this->volume();
+        
+        config(['volumes.admin_storage_disks' => ['admin-test']]);
+        $disk = Storage::fake('admin-test');
+        $disk->put('aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa/file.txt', 'abc');
+
+        $this->beGlobalAdmin();
+        
+        // invalid url (>256 characters)
+        $response = $this->json('PUT', '/api/v1/volumes/'.$volume->id, [
+            'url' => 'admin-test://aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa',
+        ])->assertStatus(422);
+        
+        $this->assertEquals('The url must not be greater than 256 characters.', $response->exception->getMessage());
+        Queue::assertNothingPushed();
+    }
+
     public function testUpdateUrlProviderDenylist()
     {
         $this->beAdmin();
diff --git a/tests/php/Http/Controllers/Auth/ControllerTest.php b/tests/php/Http/Controllers/Auth/ControllerTest.php
index 01dc486e8..b35eaec64 100644
--- a/tests/php/Http/Controllers/Auth/ControllerTest.php
+++ b/tests/php/Http/Controllers/Auth/ControllerTest.php
@@ -56,8 +56,8 @@ public function testLoginSuccess()
     {
         $user = UserTest::create([
             'email' => 'test@test.com',
-            // 'password'
-            'password' => '$2y$10$EEcVvtsqcG3cscQC9UE5.uLkWRM7IrsqPBiSPhtbslfnx9KdJtVMG',
+            // 'password', hashed with 4 rounds as defined in phpunit.xml
+            'password' => '$2y$04$aqV2XBF34eexL9ezbQZs1eM872NWgH5MhvrmD0SC9qUbhmg9EoxJq',
         ]);
         // login_at attribute should be null after creation
         $this->assertNull($user->login_at);
@@ -78,8 +78,8 @@ public function testLoginCaseInsensitive()
     {
         $user = UserTest::create([
             'email' => 'test@test.com',
-            // 'password'
-            'password' => '$2y$10$EEcVvtsqcG3cscQC9UE5.uLkWRM7IrsqPBiSPhtbslfnx9KdJtVMG',
+            // 'password', hashed with 4 rounds as defined in phpunit.xml
+            'password' => '$2y$04$aqV2XBF34eexL9ezbQZs1eM872NWgH5MhvrmD0SC9qUbhmg9EoxJq',
         ]);
 
         $response = $response = $this->post('/login', [
diff --git a/tests/php/Http/Middleware/VerifyCsrfTokenTest.php b/tests/php/Http/Middleware/VerifyCsrfTokenTest.php
index bcff25582..22caf925d 100644
--- a/tests/php/Http/Middleware/VerifyCsrfTokenTest.php
+++ b/tests/php/Http/Middleware/VerifyCsrfTokenTest.php
@@ -19,8 +19,8 @@ public function setUp(): void
         App::bind(VerifyCsrfToken::class, VerifyCsrfTokenStub::class);
 
         $this->token = ApiTokenTest::create([
-            // 'test_token'
-            'hash' => '$2y$10$.rR7YrU9K2ZR4xgPbKs1x.AGUUKIA733CT72eC6I2piTiPY59V7.O',
+            // 'test_token', hashed with 4 rounds as defined in phpunit.xml
+            'hash' => '$2y$04$9Ncj6qJVqenJ13VtdtV5yOca8rQyN1UwATdGpAQ80FeRjS67.Efaq',
             'owner_id' => $this->globalAdmin()->id,
         ]);
     }
diff --git a/tests/php/Jobs/CloneImagesOrVideosTest.php b/tests/php/Jobs/CloneImagesOrVideosTest.php
index 8da61a120..568bdd8f0 100644
--- a/tests/php/Jobs/CloneImagesOrVideosTest.php
+++ b/tests/php/Jobs/CloneImagesOrVideosTest.php
@@ -5,8 +5,8 @@
 use Biigle\Jobs\CloneImagesOrVideos;
 use Biigle\Jobs\ProcessNewVolumeFiles;
 use Biigle\MediaType;
-use Biigle\Modules\Largo\Jobs\GenerateImageAnnotationPatch;
-use Biigle\Modules\Largo\Jobs\GenerateVideoAnnotationPatch;
+use Biigle\Modules\Largo\Jobs\ProcessAnnotatedImage;
+use Biigle\Modules\Largo\Jobs\ProcessAnnotatedVideo;
 use Biigle\Tests\ImageAnnotationLabelTest;
 use Biigle\Tests\ImageAnnotationTest;
 use Biigle\Tests\ImageLabelTest;
@@ -32,6 +32,9 @@ public function testCloneImageVolume()
         $volume = $this->volume([
             'created_at' => '2022-11-09 14:37:00',
             'updated_at' => '2022-11-09 14:37:00',
+            'attrs' => [
+                'creating_async' => true,
+            ],
         ])->fresh(); // Use fresh() to load even the null fields.
 
         $copy = $volume->replicate();
@@ -63,6 +66,7 @@ public function testCloneImageVolume()
         $this->assertNotEquals($volume->created_at, $copy->created_at);
         $this->assertNotEquals($volume->updated_at, $copy->updated_at);
         $this->assertEmpty($copy->images()->first()->labels()->get());
+        $this->assertFalse($copy->creating_async);
 
         $ignore = ['id', 'created_at', 'updated_at'];
         $this->assertEquals(
@@ -78,6 +82,9 @@ public function testCloneVideoVolume()
             'created_at' => '2022-01-09 14:37:00',
             'updated_at' => '2022-01-09 14:37:00',
             'media_type_id' => MediaType::videoId(),
+            'attrs' => [
+                'creating_async' => true,
+            ],
         ])->fresh(); // Use fresh() to load even the null fields.
         $copy = $volume->replicate();
         $copy->save();
@@ -104,6 +111,7 @@ public function testCloneVideoVolume()
         $copy = $project->volumes()->first();
 
         $this->assertEmpty($copy->videos()->first()->labels()->get());
+        $this->assertFalse($copy->creating_async);
     }
 
     public function testCloneVolumeImages()
@@ -616,13 +624,13 @@ public function testHandleVolumeImages()
         (new CloneImagesOrVideos($request, $copy))->handle();
 
         Queue::assertPushed(ProcessNewVolumeFiles::class);
-        Queue::assertNotPushed(GenerateImageAnnotationPatch::class);
+        Queue::assertNotPushed(ProcessAnnotatedImage::class);
     }
 
     public function testHandleImageAnnotationPatches()
     {
-        if (!class_exists(GenerateImageAnnotationPatch::class)) {
-            $this->markTestSkipped('Requires '.GenerateImageAnnotationPatch::class);
+        if (!class_exists(ProcessAnnotatedImage::class)) {
+            $this->markTestSkipped('Requires '.ProcessAnnotatedImage::class);
         }
 
         // The target project.
@@ -647,15 +655,15 @@ public function testHandleImageAnnotationPatches()
         ]);
         (new CloneImagesOrVideos($request, $copy))->handle();
 
-        // One job for the creation of the annotation and one job for GenerateImageAnnotationPatch
+        // One job for the creation of the annotation and one job for ProcessAnnotatedImage
         Queue::assertPushed(ProcessNewVolumeFiles::class);
-        Queue::assertPushed(GenerateImageAnnotationPatch::class);
+        Queue::assertPushed(ProcessAnnotatedImage::class);
     }
 
     public function testHandleVideoAnnotationPatches()
     {
-        if (!class_exists(GenerateVideoAnnotationPatch::class)) {
-            $this->markTestSkipped('Requires '.GenerateVideoAnnotationPatch::class);
+        if (!class_exists(ProcessAnnotatedVideo::class)) {
+            $this->markTestSkipped('Requires '.ProcessAnnotatedVideo::class);
         }
 
         // The target project.
@@ -680,8 +688,8 @@ public function testHandleVideoAnnotationPatches()
         ]);
         (new CloneImagesOrVideos($request, $copy))->handle();
 
-        // One job for the creation of the annotation and one job for GenerateVideoAnnotationPatch
+        // One job for the creation of the annotation and one job for ProcessAnnotatedVideo
         Queue::assertPushed(ProcessNewVolumeFiles::class);
-        Queue::assertPushed(GenerateVideoAnnotationPatch::class);
+        Queue::assertPushed(ProcessAnnotatedVideo::class);
     }
 }
diff --git a/tests/php/Jobs/ProcessNewVideoTest.php b/tests/php/Jobs/ProcessNewVideoTest.php
index c7c76d957..c5dfc2627 100644
--- a/tests/php/Jobs/ProcessNewVideoTest.php
+++ b/tests/php/Jobs/ProcessNewVideoTest.php
@@ -36,20 +36,18 @@ public function testHandleThumbnails()
     public function testGenerateSprites()
     {
         Storage::fake('video-thumbs');
-        config(['videos.frames_per_sprite' => 9]);
         $video = VideoTest::create(['filename' => 'test.mp4']);
         $job = new ProcessNewVideoStub($video);
         $job->duration = 180;
 
         $job->handle();
         $this->assertEquals(180, $video->fresh()->duration);
-        $expected_frames = 18;
-        // additional frames caused by generating regular thumbnails
-        $additional_frames = $job->frames - $expected_frames;
-        $this->assertEquals($expected_frames, $job->frames - $additional_frames);
-        $this->assertEquals([0.0, 10.0, 20.0, 30.0, 40.0, 50.0,
-            60.0, 70.0, 80.0, 90.0, 100.0, 110.0, 120.0, 130.0,
-            140.0, 150.0, 160.0, 170.0], array_slice($job->times, $additional_frames, $job->frames));
+        $expectedThumbnails = 72;
+        $expectedIntervals = range(0, 177.5, 2.5);
+        // additional thumbnails caused by generating regular thumbnails
+        $additionalThumbnails = $job->thumbnails - $expectedThumbnails;
+        $this->assertEquals($expectedThumbnails, $job->thumbnails - $additionalThumbnails);
+        $this->assertEquals($expectedIntervals, array_slice($job->times, $additionalThumbnails, $job->thumbnails));
 
         $disk = Storage::disk('video-thumbs');
         $fragment = fragment_uuid_path($video->uuid);
@@ -65,11 +63,11 @@ public function testGenerateSpritesZeroDuration()
         $job->duration = 0;
 
         $job->handle();
-        $expected_frames = 0;
-        // additional frames caused by generating regular thumbnails
-        $additional_frames = $job->frames - $expected_frames;
-        $this->assertEquals($expected_frames, $job->frames - $additional_frames);
-        $this->assertEquals([], array_slice($job->times, $additional_frames, $job->frames));
+        $expectedThumbnails = 0;
+        // additional thumbnails caused by generating regular thumbnails
+        $additionalThumbnails = $job->thumbnails - $expectedThumbnails;
+        $this->assertEquals($expectedThumbnails, $job->thumbnails - $additionalThumbnails);
+        $this->assertEquals([], array_slice($job->times, $additionalThumbnails, $job->thumbnails));
 
         $disk = Storage::disk('video-thumbs');
         $fragment = fragment_uuid_path($video->uuid);
@@ -85,11 +83,11 @@ public function testGenerateSpritesOneSecondDuration()
 
         $job->handle();
         $this->assertEquals(1, $video->fresh()->duration);
-        $expected_frames = 5;
-        // additional frames caused by generating regular thumbnails
-        $additional_frames = $job->frames - $expected_frames;
-        $this->assertEquals($expected_frames, $job->frames - $additional_frames);
-        $this->assertEquals([0.0, 0.2, 0.4, 0.6, 0.8], array_slice($job->times, $additional_frames, $job->frames));
+        $expectedThumbnails = 5;
+        // additional thumbnails caused by generating regular thumbnails
+        $additionalThumbnails = $job->thumbnails - $expectedThumbnails;
+        $this->assertEquals($expectedThumbnails, $job->thumbnails - $additionalThumbnails);
+        $this->assertEquals([0.0, 0.2, 0.4, 0.6, 0.8], array_slice($job->times, $additionalThumbnails, $job->thumbnails));
 
         $disk = Storage::disk('video-thumbs');
         $fragment = fragment_uuid_path($video->uuid);
@@ -97,45 +95,43 @@ public function testGenerateSpritesOneSecondDuration()
 
     }
 
-    public function testGenerateSpritesExceedsMaxFrames()
+    public function testGenerateSpritesExceedsMaxThumbnails()
     {
         Storage::fake('video-thumbs');
-        config(['videos.sprites_max_frames' => 25]);
-        config(['videos.sprites_interval_seconds' => 5]);
+        config(['videos.sprites_max_thumbnails' => 50]);
         $video = VideoTest::create(['filename' => 'test.mp4']);
         $job = new ProcessNewVideoStub($video);
         $job->duration = 130;
 
         $job->handle();
         $this->assertEquals(130, $video->fresh()->duration);
-        $expected_frames = 25;
+        $expectedThumbnails = 50;
+        $expectedIntervals = array_map(fn ($value) => round($value, 2), range(0, 127.4, 2.6));
         // additional frames caused by generating regular thumbnails
-        $additional_frames = $job->frames - $expected_frames;
-        $this->assertEquals($expected_frames, $job->frames - $additional_frames);
-        $this->assertEquals([0.0, 5.2, 10.4, 15.6, 20.8, 26.0, 31.2, 36.4,
-            41.6, 46.8, 52.0, 57.2, 62.4, 67.6, 72.8, 78.0, 83.2, 88.4,
-            93.6, 98.8, 104.0, 109.2, 114.4, 119.6, 124.8], array_slice($job->times, $additional_frames, $job->frames));
+        $additionalThumbnails = $job->thumbnails - $expectedThumbnails;
+        $this->assertEquals($expectedThumbnails, $job->thumbnails - $additionalThumbnails);
+        $this->assertEquals($expectedIntervals, array_slice($job->times, $additionalThumbnails, $job->thumbnails));
 
         $disk = Storage::disk('video-thumbs');
         $fragment = fragment_uuid_path($video->uuid);
         $this->assertTrue($disk->exists("{$fragment}/sprite_0.webp"));
+        $this->assertTrue($disk->exists("{$fragment}/sprite_1.webp"));
     }
 
-    public function testGenerateSpritesFallsBelowMinFrames()
+    public function testGenerateSpritesFallsBelowMinThumbnails()
     {
         Storage::fake('video-thumbs');
         $video = VideoTest::create(['filename' => 'test.mp4']);
         $job = new ProcessNewVideoStub($video);
-        $job->duration = 20;
+        $job->duration = 5;
 
         $job->handle();
-        $this->assertEquals(20, $video->fresh()->duration);
-        $expected_frames = 5;
+        $this->assertEquals(5, $video->fresh()->duration);
+        $expectedThumbnails = 5;
         // additional frames caused by generating regular thumbnails
-        $additional_frames = $job->frames - $expected_frames;
-        $this->assertEquals($expected_frames, $job->frames - $additional_frames);
-        $this->assertEquals([0.0, 4.0, 8.0, 12.0, 16.0], array_slice($job->times, $additional_frames, $job->frames));
-
+        $additionalThumbnails = $job->thumbnails - $expectedThumbnails;
+        $this->assertEquals($expectedThumbnails, $job->thumbnails - $additionalThumbnails);
+        $this->assertEquals([0.0, 1.0, 2.0, 3.0, 4.0], array_slice($job->times, $additionalThumbnails, $job->thumbnails));
 
         $disk = Storage::disk('video-thumbs');
         $fragment = fragment_uuid_path($video->uuid);
@@ -268,7 +264,7 @@ class ProcessNewVideoStub extends ProcessNewVideo
     public $duration = 0;
     public $codec = '';
     public $times = [];
-    public $frames = 0;
+    public $thumbnails = 0;
 
     protected function getCodec($path)
     {
@@ -283,7 +279,7 @@ protected function getVideoDuration($path)
     protected function generateVideoThumbnail($path, $time, $width, $height)
     {
         $this->times[] = $time;
-        $this->frames += 1;
+        $this->thumbnails += 1;
 
         return VipsImage::black(240, 138)
             ->embed(30, 40, 240, 138, ['extend' => Extend::WHITE]) // Extend left & top edges with white color
diff --git a/tests/php/Services/Auth/ApiGuardTest.php b/tests/php/Services/Auth/ApiGuardTest.php
index 6e29895b4..898331380 100644
--- a/tests/php/Services/Auth/ApiGuardTest.php
+++ b/tests/php/Services/Auth/ApiGuardTest.php
@@ -24,8 +24,8 @@ public function testNoCredentialsJson()
     public function testWrongCredentials()
     {
         $token = ApiTokenTest::create([
-            // 'test_token'
-            'hash' => '$2y$10$.rR7YrU9K2ZR4xgPbKs1x.AGUUKIA733CT72eC6I2piTiPY59V7.O',
+            // 'test_token', hashed with 4 rounds as defined in phpunit.xml
+            'hash' => '$2y$04$9Ncj6qJVqenJ13VtdtV5yOca8rQyN1UwATdGpAQ80FeRjS67.Efaq',
         ]);
         $response = $this->json('GET', '/api/v1/users', [], [
             'PHP_AUTH_USER' => $token->owner->email,
@@ -53,8 +53,8 @@ public function testNoToken()
     public function testSuccess()
     {
         $token = ApiTokenTest::create([
-            // 'test_token'
-            'hash' => '$2y$10$.rR7YrU9K2ZR4xgPbKs1x.AGUUKIA733CT72eC6I2piTiPY59V7.O',
+            // 'test_token', hashed with 4 rounds as defined in phpunit.xml
+            'hash' => '$2y$04$9Ncj6qJVqenJ13VtdtV5yOca8rQyN1UwATdGpAQ80FeRjS67.Efaq',
         ]);
         $response = $this->call('GET', '/api/v1/users', [], [], [], [
             'PHP_AUTH_USER' => $token->owner->email,
@@ -64,8 +64,8 @@ public function testSuccess()
 
         $token2 = ApiTokenTest::create([
             'owner_id' => $token->owner->id,
-            // 'test_token2'
-            'hash' => '$2y$10$bqKeHzuH0hf9gIOUBnzd0ezQkVkUU12faCOu2twnBguONfx8.XhlO',
+            // 'test_token2', hashed with 4 rounds as defined in phpunit.xml
+            'hash' => '$2y$04$YO8JZPK35rlk48cFprp8luo9lN/SPZaKeYjnhM2IpLMWpP8anC08e',
         ]);
 
         $response = $this->json('GET', '/api/v1/users', [], [
@@ -78,8 +78,8 @@ public function testSuccess()
     public function testEmailCaseInsensitive()
     {
         $token = ApiTokenTest::create([
-            // 'test_token'
-            'hash' => '$2y$10$.rR7YrU9K2ZR4xgPbKs1x.AGUUKIA733CT72eC6I2piTiPY59V7.O',
+            // 'test_token', hashed with 4 rounds as defined in phpunit.xml
+            'hash' => '$2y$04$9Ncj6qJVqenJ13VtdtV5yOca8rQyN1UwATdGpAQ80FeRjS67.Efaq',
         ]);
 
         $token->owner->email = 'test@test.com';
@@ -95,8 +95,8 @@ public function testEmailCaseInsensitive()
     public function testTouchToken()
     {
         $token = ApiTokenTest::create([
-            // 'test_token'
-            'hash' => '$2y$10$.rR7YrU9K2ZR4xgPbKs1x.AGUUKIA733CT72eC6I2piTiPY59V7.O',
+            // 'test_token', hashed with 4 rounds as defined in phpunit.xml
+            'hash' => '$2y$04$9Ncj6qJVqenJ13VtdtV5yOca8rQyN1UwATdGpAQ80FeRjS67.Efaq',
         ]);
         $token->updated_at = Carbon::now(-5);
         $token->save();
diff --git a/tests/php/VideoAnnotationTest.php b/tests/php/VideoAnnotationTest.php
index 2c2aac66e..d2339cb3a 100644
--- a/tests/php/VideoAnnotationTest.php
+++ b/tests/php/VideoAnnotationTest.php
@@ -49,6 +49,14 @@ public function testValidatePointsFramesMismatch()
         $this->model->validatePoints();
     }
 
+    public function testValidatePointsWithGap()
+    {
+        $this->expectNotToPerformAssertions();
+        $this->model->points = [[10, 10], [], [20, 20]];
+        $this->model->frames = [0.0, null, 1.0];
+        $this->model->validatePoints();
+    }
+
     public function testValidatePointsPoint()
     {
         $this->model->shape_id = Shape::pointId();