The app leverages WebRTC to stream webcam video directly through the browser, making it ideal for low-latency, real-time inference in a cloud-deployed environment.
Framework: Streamlit
Real-time Streaming: Streamlit-webrtc
Deep Learning: Ultralytics (YOLO)
Image Processing: OpenCV & PyAV
Deployment: Hugging Face Spaces / Render
Live Webcam Inference: Processes video frames in real-time using webrtc_streamer.
Optimized Performance: Uses asynchronous frame processing to maintain a smooth UI.
Cross-Platform: Designed to run seamlessly on local machines and cloud platforms like Hugging Face.