gladi8behavev1

Glad8tr Video Analysis

This is a video analysis application that uses computer vision to detect objects, analyze poses, and provide cognitive state analysis. The application is deployed on Hugging Face Spaces.

Features

• Object detection and tracking
• Pose estimation and analysis
• Scene context analysis
• Cognitive state analysis
• Real-time video processing

Usage

1. Upload a video file (supported formats: MP4, AVI, MOV)
2. The application will process the video and provide:
   • Object detection results
   • Pose analysis
   • Scene context information
   • Cognitive state analysis
3. Download the processed video with annotations

Technical Details

• Built with PyTorch and YOLOv8
• Uses Gradio for the web interface
• Optimized for Hugging Face Spaces deployment
• Processes videos in real-time with frame sampling

Limitations

• Processing is limited to the first 100 frames for demo purposes
• Maximum video resolution: 1920x1080
• Processing time depends on video length and complexity

Model Information

The application uses two YOLOv8 models:

1. Object detection model (glad8trv8s.pt)
2. Pose estimation model (glad8trv8s-pose.pt)

If the custom models are not available, the application will fall back to the base YOLOv8 models.

License

This project is licensed under the MIT License.