Transformers.js

What is Transformers.js ?

Transformers.js is a JavaScript library designed for object detection tasks. It leverages transformer-based models to enable accurate and efficient detection of objects within images. Developers can integrate this library into web applications to analyze visual data and extract meaningful insights.

Features

• Pre-trained models: Utilizes state-of-the-art transformer models for object detection.
• Browser-compatible: Optimized for use in web browsers, ensuring seamless integration.
• Real-time detection: Capable of processing images and detecting objects in real-time.
• Customizable: Allows adjustments to detection parameters for specific use cases.
• 易用 API: Provides a straightforward API for loading models and analyzing images.

How to use Transformers.js ?

1. Install the library: Use npm to install the package.

   npm install transformers.js  
   

2. Import the library: Add the library to your JavaScript file.

   const { TransformerDetector } = require('transformers.js');  
   

3. Load a pre-trained model: Initialize the detector with a pre-trained model.

   const detector = new TransformerDetector('model_name');  
   

4. Analyze an image: Pass an image element or URL to the detector.

   const image = document.getElementById('input_image');  
   const results = await detector.detect(image);  
   

5. Process results: Use the returned detections to display or further analyze.

Frequently Asked Questions

What browsers are supported?
Transformers.js is designed to work with modern browsers, including Chrome, Firefox, and Safari.

How accurate is the object detection?
Accuracy depends on the specific model used, but transformer-based models typically achieve high precision in object detection tasks.

Can I use custom models?
Yes, Transformers.js supports custom models. Contact the developers for specific integration instructions.