Transformers.js
Detect objects in images using a web app
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What is Transformers.js ?
Transformers.js is a JavaScript library designed for object detection in images. It allows developers to easily integrate cutting-edge AI models into web applications, enabling real-time object detection to identify and classify objects within images.
Features
โข Object Detection: Accurately detect objects in images using state-of-the-art AI models. โข Real-Time Processing: Fast and efficient object detection, making it suitable for real-time applications. โข Customizable: Supports multiple pre-trained models, allowing developers to choose the best fit for their use case. โข Cross-Browser Support: Compatible with modern browsers, ensuring seamless functionality across different platforms. โข Easy Integration: Intuitive API for simple integration into web applications. โข Image and Video Support: Detect objects in both images and video streams.
How to use Transformers.js ?
- Install the library using npm:
npm install transformers.js - Import the library in your JavaScript file:
const { Detector } = require('transformers.js'); - Initialize the detector:
const detector = new Detector(); - Load a pre-trained model:
await detector.loadModel('model_name'); - Detect objects in an image:
const result = await detector.detect('path_to_image.jpg'); - Process the results:
console.log(result);
Frequently Asked Questions
What is the accuracy of object detection in Transformers.js?
The accuracy depends on the pre-trained model used. Transformers.js supports models with high accuracy, but you can experiment with different models to find the best fit for your application.
Can Transformers.js detect custom objects?
Yes, custom object detection is possible by training your own model. However, this requires additional setup and access to labeled data for your specific use case.
Is Transformers.js free to use?
Yes, Transformers.js is open-source and free for use in both personal and commercial projects. However, some pre-trained models may require additional licensing or API access.