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Transformers.js is a JavaScript library designed for object detection tasks. It allows developers to easily integrate AI-powered object detection into web applications. By leveraging modern AI models, Transformers.js enables users to upload an image and detect objects within it, making it a powerful tool for applications that require visual analysis.
• Object Detection: Detect objects within images with high accuracy.
• Multiple Object Identification: Identify and label multiple objects in a single image.
• Confidence Scores: Provides confidence scores for each detected object.
• Client-Side Processing: Runs entirely in the browser, ensuring privacy and quick responses.
• Lightweight: Optimized for web use, ensuring minimal impact on page load times.
detectObjects method to analyze the uploaded image.// Example usage:
const imgInput = document.getElementById('imageInput');
const resultsDiv = document.getElementById('results');
imgInput.addEventListener('change', async (e) => {
const image = e.target.files[0];
const detectionResults = await detectObjects(image);
displayResults(detectionResults);
});
function displayResults(results) {
let output = '';
results.forEach((result) => {
output += `<div>Detected: ${result.label} (${result.confidence.toFixed(2)} confidence)</div>`;
});
resultsDiv.innerHTML = output;
}
What browsers are supported by Transformers.js?
Transformers.js is designed to work with modern browsers that support WebGL and modern JavaScript features.
Can I customize the object detection models?
Yes, you can customize the models by adjusting parameters or using different pre-trained models to suit your specific use case.
Is Transformers.js free to use?
Yes, Transformers.js is available under an open-source license, making it free to use for both personal and commercial projects.