Detect objects in real-time video stream
Identify objects in live video
Generate annotated video with object detection
Detect objects in a video stream
Detect objects in images and videos
用于学习,验证识别效果
Watch and analyze videos with object detection
Track and count vehicles in real-time
Find objects in videos
yolo-bdd-inference
Process video to detect and highlight objects
Detect objects in real-time from your webcam
Video captioning/open-vocabulary/zero-shot
Streamlit Webcam Test is a web-based application designed to detect objects in real-time video streams using your webcam. Built on top of the Streamlit framework, this tool is ideal for developers and hobbyists looking to experiment with object detection and tracking in live video feeds. It leverages AI-powered models to identify objects, making it a user-friendly tool for prototyping and testing object detection capabilities.
• Real-time Object Detection: Detect objects in live video streams from your webcam.
• Instantaneous Feedback: Get immediate results as the model processes the video feed.
• Webcam Compatibility: Works with most modern webcams and video capture devices.
• User-Friendly Interface: Simple and intuitive interface for non-technical users.
• Customizable Models: Option to use different object detection models for varying accuracy and performance.
• Confidence Display: Shows confidence scores for detected objects.
pip install streamlit
in your terminal.pip install -r requirements.txt
to install all necessary packages.streamlit run app.py
to start the application.1. What is Streamlit Webcam Test used for?
Streamlit Webcam Test is primarily used for detecting objects in real-time video streams from your webcam. It is a handy tool for prototyping and testing object detection models.
2. How accurate is the object detection?
The accuracy depends on the model you use. By default, it uses a pre-trained model, but you can improve accuracy by switching to more advanced models like YOLOv5 or Faster R-CNN.
3. Can I use this app without an internet connection?
Yes, Streamlit Webcam Test works offline as long as you have the required models downloaded and installed locally on your machine.