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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.
• 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.
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>
Prepare Your Image: Load the image you want to analyze.
const image = new Image();
image.src = 'path/to/your/image.jpg';
Create a Detection Instance: Initialize the object detection using Transformers.js.
const detector = new TransformersJS.ObjectDetector();
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);
});
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.