Streamlit Webcam Test

What is Streamlit Webcam Test?

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.

Features

• 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.

How to use Streamlit Webcam Test?

1. Install Streamlit: Ensure you have Streamlit installed in your environment. Run pip install streamlit in your terminal.
2. Clone the App Repository: Download or clone the Streamlit Webcam Test repository.
3. Navigate to the Directory: Open your terminal and navigate to the directory where the app is located.
4. Install Dependencies: Run pip install -r requirements.txt to install all necessary packages.
5. Run the App: Execute the command streamlit run app.py to start the application.
6. Allow Webcam Access: When prompted, grant the application permission to access your webcam.
7. Start Testing: Once the app loads, you can start testing object detection in your webcam feed.

Frequently Asked Questions

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.