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multi live streams projected into top view using yolo5? #5796

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sanajabbarweb opened this issue Nov 26, 2021 · 9 comments
Closed
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multi live streams projected into top view using yolo5? #5796

sanajabbarweb opened this issue Nov 26, 2021 · 9 comments
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@sanajabbarweb
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Hi. An amazing tool you have developed, as yolo5 has built-in feature to take multi live streams using .txt file with IPs and perform object detection. Can we somehow project those live streams on to a common top view and combine those multiple live streams into a single top view stream?

I have a homography matrix for each live stream and i have projected each into top-view separately. Can i combine those top-views into a single top-view using yolo5?

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@sanajabbarweb sanajabbarweb added the question Further information is requested label Nov 26, 2021
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github-actions bot commented Nov 26, 2021

👋 Hello @sana1988, thank you for your interest in YOLOv5 🚀! Please visit our ⭐️ Tutorials to get started, where you can find quickstart guides for simple tasks like Custom Data Training all the way to advanced concepts like Hyperparameter Evolution.

If this is a 🐛 Bug Report, please provide screenshots and minimum viable code to reproduce your issue, otherwise we can not help you.

If this is a custom training ❓ Question, please provide as much information as possible, including dataset images, training logs, screenshots, and a public link to online W&B logging if available.

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@glenn-jocher
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@sana1988 I think you are confusing scope. YOLOv5 is an AI object detector. Post processing the results to your custom requirements is up to you and not within the scope of this repo nor our support.

@sanajabbarweb
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@glenn-jocher Thanks for very quick response. I need to monitor SOPs of covid-19 in my task. i used yolo5 for mask and no mask detection. I have few questions:

  1. i took streams from multiple cameras. Using yolo i am not able to save stream from each camera. Can i save stream from each camera separately OR after stitching all videos?
  2. if i would be able to save stream from each camera then i can project those streams into a common top-view to monitor 6 feet distance. Can i do this all using yolo???

@glenn-jocher
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glenn-jocher commented Nov 26, 2021

@sana1988 oh, mask dataset could be pretty useful! Please consider making a mask.yaml dataset to help future users get started more easily. I can help if you get a PR started. You can see existing datasets like COCO, VOC, Argoverse etc here:
https://github.com/ultralytics/yolov5/tree/master/data

About your question, in detect.py the save_img boolean controls saving annotated image results (images and videos), but it is disabled for multi-streams in this line:

save_img = not nosave and not source.endswith('.txt') # save inference images

You'd have to customize detect.py in a new PR to enable multi-stream saving, probably with one video per stream.

Please see our ✅ Contributing Guide to get started.

@sanajabbarweb
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@glenn-jocher we have made necessary changes in detect.py to save multiple streams separately. I have also submitted a PR. You can verify and let me know.

@glenn-jocher
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@sana1988 can you link to the PR, I don't see it.

Could you submit a PR for the mask dataset if it's publically available?

@sanajabbarweb
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@glenn-jocher here is link to PR #5931

@glenn-jocher
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@sana1988 great, thanks I'll check it out.

@glenn-jocher glenn-jocher linked a pull request Dec 9, 2021 that will close this issue
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github-actions bot commented Jan 9, 2022

👋 Hello, this issue has been automatically marked as stale because it has not had recent activity. Please note it will be closed if no further activity occurs.

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