WANT TO ADD DEEPFAKE DETECTION OF VIDEO , USING TRAINED MODEL

[AbheetHacker4278]

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Deepfake Videos are major challenge in todays world , so i introduce my Deepfake detection model using Resnext50 and LSTM NN Model using Python(Django), HTML , CSS , JS.

DeepFake Detection using Res-Next50 model which is been trained using various
datasets like , Celeb-Df Dataset , FaceForensics++ Dataset , Challenge Dataset , which can do
Sequential analyse of the video by dividing the video into 20 parts and analyse those parts on
the basis of face tone , color , replaced face structrure(nose , eyes , mouth).

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Can Easily Tell Which Video is FAKE or REAL

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I Want to add Seperate Section in Navbar for Deepfake detection

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Please Assign this Issue to Me under GSSOC24

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[4darsh-Dev]

⚠️[URGENT]⚠️ Reminder for GSSoC 24' Contributors Please join our CogniGuard Project #general GSSoC'24 Discord channel:
Here you can discuss your queries and doubts with your mentors.
See #109 issues section.

[4darsh-Dev]

⚠️[URGENT]⚠️ Reminder for GSSoC 24' Contributors Please join our CogniGuard Project #general GSSoC'24 Discord channel:
Here you can discuss your queries and doubts with your mentors.
See #109 issues section.

[AbheetHacker4278]

@4darsh-Dev please assign this issue to ME under GSSOC24

[4darsh-Dev]

@AbheetHacker4278 you've good idea,
but our solution doesn't align with deepfake detection
if you want to contribute,

1. we can work on fine-tuning a deep learning model for object detection to find visual based dark pattern
   using CNN or something.
2. A model also needed using OCR, Text Extraction from images
   These include changing button sizes, color , or just removing the cross button itself,

Visual Dark pattern sample

[AbheetHacker4278]

@4darsh-Dev , I respect your views , but working on this issues required more time and lots of work required , so better , i can do any other thing for you , like improve your Website Security.

[4darsh-Dev]

sure @AbheetHacker4278 you can look for security bugs in the website.
Feel free to share your views on improving the security.