Create index.js
Browse files
index.js
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import { pipeline, env } from 'https://cdn.jsdelivr.net/npm/@xenova/[email protected]';
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env.allowLocalModels = false;
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import { generateRandomColor, removeElements, getScaledCoordinates } from './utils.js'
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const statusParagraph = document.getElementById("status");
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const fileUploadElement = document.getElementById('file-upload');
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const imageContainer = document.getElementById("image-container");
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fileUploadElement.addEventListener('change', function(e) {
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const file = e.target.files[0];
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const fr = new FileReader();
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fr.onload = onFileReaderLoad;
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fr.readAsDataURL(file);
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});
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function onFileReaderLoad(e) {
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removeElements("bounding-box-label");
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removeElements("bounding-box");
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const base64String = e.target.result;
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const imageEl = document.createElement('img')
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imageEl.src = base64String;
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imageContainer.appendChild(imageEl);
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runModel(imageEl);
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};
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async function runModel(imageEl) {
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statusParagraph.textContent = "Loading model..."
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const detector = await pipeline('object-detection', 'Xenova/detr-resnet-50');
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statusParagraph.textContent = "Analysing ..."
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const output = await detector(imageEl.src, { threshold: 0.5 });
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statusParagraph.textContent = ""
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output.forEach(object => {
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renderBox(object, imageEl)
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})
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}
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function renderBox(data, imageEl) {
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const { box, label} = data;
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const {xmax, xmin, ymax, ymin } = getScaledCoordinates(box, imageEl)
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const color = generateRandomColor();
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// Calculate the width and height of the bounding box
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const boxWidth = xmax - xmin;
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const boxHeight = ymax - ymin;
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// Draw the box
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const boundingBoxElement = document.createElement("div");
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boundingBoxElement.className = "bounding-box";
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boundingBoxElement.style.border = `2px solid ${color}`
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boundingBoxElement.style.left = xmin + "px";
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boundingBoxElement.style.top = ymin + "px";
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boundingBoxElement.style.width = boxWidth + "px";
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boundingBoxElement.style.height = boxHeight + "px";
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imageContainer.appendChild(boundingBoxElement);
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// Draw the label
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let labelSpan = document.createElement('span');
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labelSpan.textContent = label;
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labelSpan.className = "bounding-box-label";
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labelSpan.style.backgroundColor = color;
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labelSpan.style.left = xmin + "px";
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labelSpan.style.top = (ymin - 12) + "px";
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imageContainer.appendChild(labelSpan);
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}
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