Transformers.js
Detect objects in images using Transformers.js
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What is Transformers.js ?
Transformers.js is a powerful JavaScript library designed for object detection in images. It allows developers to easily integrate real-time object detection capabilities into web applications using pre-trained models.
Features
⢠Real-time object detection: Identify objects within images instantly.
⢠Pre-trained models: Leverage optimized models for accurate detection.
⢠Customizable: Fine-tune models or adjust parameters for specific use cases.
⢠Browser compatibility: Works seamlessly across modern web browsers.
⢠Performance optimized: Efficient processing for smooth user experience.
How to use Transformers.js ?
- Include the library: Add the Transformers.js script to your HTML file.
- Load the model: Initialize a pre-trained model using the provided API.
- Feed an image: Pass an image element or URL to the detection method.
- Process results: Use the returned object data (e.g., labels, bounding boxes).
Example code snippet:
const detector = new TransformersDetector();
detector.loadModel().then(() => {
detector.detect(imageElement).then(results => {
// Process detection results
});
});
Frequently Asked Questions
1. How do I include Transformers.js in my project?
Include the library by adding the script tag: <script src="path/to/transformers.js"></script>.
2. Can I use Transformers.js with custom models?
Yes, Transformers.js supports custom models. You can load your own model weights for specialized detection tasks.
3. What image formats are supported?
Transformers.js supports most common formats, including JPEG, PNG, and BMP.