Transformers.js

What is Transformers.js ?

Transformers.js is a powerful JavaScript library designed for detecting objects in images. It leverages cutting-edge AI technology to enable seamless object detection directly in web browsers. Built on top of TensorFlow.js, Transformers.js provides an intuitive and efficient way to integrate object detection capabilities into web applications.

Features

• Object Detection: Accurately identifies and classifies objects within images. • Pre-trained Models: Utilizes state-of-the-art models for reliable performance. • Browser Compatibility: Works seamlessly in modern web browsers without additional setup. • Customizable: Allows users to fine-tune models for specific use cases. • Real-Time Processing: Enables fast and efficient processing of images. • Support for Multiple Image Formats: Compatible with common image formats like JPEG, PNG, and more.

How to use Transformers.js ?

1. Include the Library: Add the Transformers.js script to your HTML file.

   <script src="https://cdn.jsdelivr.net/npm/@tensorflow/tfjs@3.18.0/dist/tf.min.js"></script>
   

2. Load the Model: Import and load a pre-trained object detection model.

   const model = await tf.loadLayersModel('https://storage.googleapis.com/tfjs-models/tfjs/mobilenet_v2_1.0_224/model.json');
   

3. Prepare the Image: Load and preprocess the image for detection.

   const img = document.getElementById('image');
   const tensorImg = tf.browser.fromDrawable(img, 224, 224);
   

4. Run Detection: Execute the object detection on the preprocessed image.

   const predictions = await model.classify(tensorImg);
   

5. Process Results: Extract and display the detection results.

   console.log(predictions);
   

Frequently Asked Questions

What browsers are supported by Transformers.js?
Transformers.js works with modern browsers that support WebGL, including Chrome, Firefox, Safari, and Edge.

Can I use Transformers.js with my own custom models?
Yes, Transformers.js allows you to load and use custom models trained with TensorFlow.js.

Is Transformers.js free to use?
Yes, Transformers.js is open-source and free to use under the MIT License.