# Import necessary libraries import cv2 import gradio as gr def video_stream(video): """ Process video uploaded by the user (works with webcam in Gradio live interface). """ cap = cv2.VideoCapture(video) if not cap.isOpened(): raise RuntimeError("Error: Could not access the video.") while cap.isOpened(): ret, frame = cap.read() if not ret: break # Resize the frame for faster processing frame = cv2.resize(frame, (640, 480)) cap.release() # Create Gradio app gr.Interface( fn=video_stream, inputs=gr.Video(label="Upload Video or Stream"), outputs=gr.Video(label="Live Object Detection"), live=True ).launch()