Transformers.js

What is Transformers.js ?

Transformers.js is a JavaScript library designed for object detection in web applications. It provides an easy-to-use interface to detect objects within images, enabling developers to build innovative web-based solutions. The library is lightweight and can be seamlessly integrated into modern web apps, making it a powerful tool for real-time object detection tasks.

Features

• Real-time Object Detection: Detect objects in images instantly with high accuracy.
• Support for Popular Models: Compatible with widely-used transformer-based models for robust performance.
• Customizable Detection: Configure detection parameters to meet specific application needs.
• Delta Updates: Efficiently update models without re-downloading the entire library.
• Cross-Browser Compatibility: Works seamlessly across modern web browsers.

How to use Transformers.js ?

1. Include the Transformers.js Library: Add the library to your HTML file using a script tag.

   <script src="https://cdn.jsdelivr.net/npm/transformers.js"></script>
   

2. Prepare Your Image: Load the image you want to analyze.

   const image = new Image();
   image.src = 'path/to/your/image.jpg';
   

3. Create a Detection Instance: Initialize the object detection using Transformers.js.

   const detector = new TransformersJS.ObjectDetector();
   

4. Detect Objects: Pass the image to the detector and handle the results.

   detector.detect(image)
     .then(results => {
       console.log('Detected objects:', results);
     })
     .catch(error => {
       console.error('Detection failed:', error);
     });
   

Frequently Asked Questions

What browsers does Transformers.js support?
Transformers.js is compatible with modern browsers, including Chrome, Firefox, Safari, and Edge.

Can I use custom models with Transformers.js?
Yes, Transformers.js allows you to use custom transformer-based models for object detection, giving you flexibility for specific use cases.

How do I update the model in Transformers.js?
Transformers.js supports delta updates, meaning you only need to download the differences between model versions, reducing bandwidth usage.