Transformers.js

What is Transformers.js ?

Transformers.js is a JavaScript library designed to find and label objects in your image. It leverages the power of modern machine learning models to enable object detection and annotation within web applications. The library provides an easy-to-use interface for developers to integrate state-of-the-art transformer-based models into their projects.

Features

• Object Detection: Identify and label objects within images.
• Transformer-based Models: Utilizes advanced transformer architectures for accurate detection.
• Browser Compatibility: Works seamlessly across modern web browsers.
• Node.js Integration: Can be used in both client-side and server-side environments.
• Real-time Processing: Supports real-time object detection for dynamic applications.
• Customizable: Allows developers to fine-tune models and adjust detection parameters.

How to use Transformers.js ?

1. Install the Library: Use npm to install Transformers.js.

   npm install transformers.js
   

2. Import the Library: Include the library in your JavaScript file.

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

3. Initialize the Detector: Create an instance of the detector with your preferred model.

   const detector = new TransformerDetector('object-detection-model');
   

4. Load the Model: Load the pre-trained model asynchronously.

   await detector.loadModel();
   

5. Detect Objects: Pass an image to the detector to find and label objects.

   const result = await detector.detect(imageElement);
   

6. Handle Results: Process the detection results (e.g., display labels or coordinates).

Frequently Asked Questions

What models does Transformers.js support?
Transformers.js supports a variety of pre-trained transformer-based models for object detection, including popular architectures like DETR and YOLO.

Can I use Transformers.js in a Node.js environment?
Yes, Transformers.js is compatible with both browser and Node.js environments, making it versatile for different use cases.

How accurate is the object detection?
The accuracy depends on the model used. Transformers.js leverages state-of-the-art models, ensuring high accuracy for most object detection tasks.