Transformers.js

What is Transformers.js ?

Transformers.js is a JavaScript library designed for object detection tasks. It allows developers to easily integrate transformer-based models into their web applications to detect objects within images. The library simplifies the process of uploading images and receiving detection results, making it a powerful tool for building AI-driven applications.

Features

• Transformer Model Support: Utilizes state-of-the-art transformer models for accurate object detection.
• Real-Time Detection: Enables real-time object detection in images.
• Image Upload Capability: Supports image uploads for processing.
• Multiple Object Detection: Detects and identifies multiple objects within a single image.
• Customizable Thresholds: Allows users to set confidence thresholds for detections.
• Web Framework Integration: Designed to work seamlessly with popular web frameworks.

How to use Transformers.js ?

1. Install the library using npm:

   npm install transformers.js
   

2. Import the library in your JavaScript file:

   import Transform from 'transformers.js';
   

3. Initialize the transformer model:

   const transformer = new Transform({ model: 'detr-resnet-50' });
   

4. Load an image for detection:

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

5. Perform object detection:

   transformer.detect(image).then(results => {
     console.log(results);
   });
   

Frequently Asked Questions

What models does Transformers.js support?
Transformers.js supports a variety of transformer-based models, including DETR, Deformable DETR, and others. For a full list, refer to the official documentation.

Can I customize the detection thresholds?
Yes, you can set custom confidence thresholds during model initialization to filter detection results based on your requirements.

Where can I find more documentation or support?
Visit the official Transformers.js repository or community forums for detailed documentation, examples, and troubleshooting guides.