From 497628ff07a1b0847507a943c28a5d561df86355 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Thu, 25 Jan 2024 17:58:40 +0200 Subject: [PATCH] Create depth anything demo (#540) --- examples/depth-anything-client/.gitignore | 24 + examples/depth-anything-client/index.html | 29 + examples/depth-anything-client/main.js | 150 ++ .../depth-anything-client/package-lock.json | 1472 +++++++++++++++++ examples/depth-anything-client/package.json | 18 + examples/depth-anything-client/style.css | 92 ++ examples/depth-anything-client/vite.config.js | 6 + 7 files changed, 1791 insertions(+) create mode 100644 examples/depth-anything-client/.gitignore create mode 100644 examples/depth-anything-client/index.html create mode 100644 examples/depth-anything-client/main.js create mode 100644 examples/depth-anything-client/package-lock.json create mode 100644 examples/depth-anything-client/package.json create mode 100644 examples/depth-anything-client/style.css create mode 100644 examples/depth-anything-client/vite.config.js diff --git a/examples/depth-anything-client/.gitignore b/examples/depth-anything-client/.gitignore new file mode 100644 index 000000000..a547bf36d --- /dev/null +++ b/examples/depth-anything-client/.gitignore @@ -0,0 +1,24 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +dist +dist-ssr +*.local + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +.DS_Store +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? diff --git a/examples/depth-anything-client/index.html b/examples/depth-anything-client/index.html new file mode 100644 index 000000000..92c3fe079 --- /dev/null +++ b/examples/depth-anything-client/index.html @@ -0,0 +1,29 @@ + + + + + + + Transformers.js - Depth Anything + + + +

Depth Anything w/ 🤗 Transformers.js

+
+ +
+ + + + + + + \ No newline at end of file diff --git a/examples/depth-anything-client/main.js b/examples/depth-anything-client/main.js new file mode 100644 index 000000000..253468aca --- /dev/null +++ b/examples/depth-anything-client/main.js @@ -0,0 +1,150 @@ +import './style.css'; + +import * as THREE from 'three'; +import { OrbitControls } from 'three/addons/controls/OrbitControls.js'; + +import { pipeline, env, RawImage } from '@xenova/transformers'; + +// Since we will download the model from the Hugging Face Hub, we can skip the local model check +env.allowLocalModels = false; + +// Proxy the WASM backend to prevent the UI from freezing +env.backends.onnx.wasm.proxy = true; + +// Constants +const EXAMPLE_URL = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/bread_small.png'; +const DEFAULT_SCALE = 0.75; + +// Reference the elements that we will need +const status = document.getElementById('status'); +const fileUpload = document.getElementById('upload'); +const imageContainer = document.getElementById('container'); +const example = document.getElementById('example'); + +// Create a new depth-estimation pipeline +status.textContent = 'Loading model...'; +const depth_estimator = await pipeline('depth-estimation', 'Xenova/depth-anything-small-hf'); +status.textContent = 'Ready'; + +example.addEventListener('click', (e) => { + e.preventDefault(); + predict(EXAMPLE_URL); +}); + +fileUpload.addEventListener('change', function (e) { + const file = e.target.files[0]; + if (!file) { + return; + } + + const reader = new FileReader(); + + // Set up a callback when the file is loaded + reader.onload = e2 => predict(e2.target.result); + + reader.readAsDataURL(file); +}); + +let onSliderChange; + +// Predict depth map for the given image +async function predict(url) { + imageContainer.innerHTML = ''; + const image = await RawImage.fromURL(url); + + // Set up scene and slider controls + const { canvas, setDisplacementMap } = setupScene(url, image.width, image.height); + + imageContainer.append(canvas); + + status.textContent = 'Analysing...'; + const { depth } = await depth_estimator(image); + + setDisplacementMap(depth.toCanvas()); + status.textContent = ''; + + // Add slider control + const slider = document.createElement('input'); + slider.type = 'range'; + slider.min = 0; + slider.max = 1; + slider.step = 0.01; + slider.addEventListener('input', (e) => { + onSliderChange(parseFloat(e.target.value)); + }); + slider.defaultValue = DEFAULT_SCALE; + imageContainer.append(slider); +} + +function setupScene(url, w, h) { + + // Create new scene + const canvas = document.createElement('canvas'); + const width = canvas.width = imageContainer.offsetWidth; + const height = canvas.height = imageContainer.offsetHeight; + + const scene = new THREE.Scene(); + + // Create camera and add it to the scene + const camera = new THREE.PerspectiveCamera(30, width / height, 0.01, 10); + camera.position.z = 2; + scene.add(camera); + + const renderer = new THREE.WebGLRenderer({ canvas, antialias: true }); + renderer.setSize(width, height); + renderer.setPixelRatio(window.devicePixelRatio); + + // Add ambient light + const light = new THREE.AmbientLight(0xffffff, 2); + scene.add(light); + + // Load depth texture + const image = new THREE.TextureLoader().load(url); + image.colorSpace = THREE.SRGBColorSpace; + const material = new THREE.MeshStandardMaterial({ + map: image, + side: THREE.DoubleSide, + }); + material.displacementScale = DEFAULT_SCALE; + + const setDisplacementMap = (canvas) => { + material.displacementMap = new THREE.CanvasTexture(canvas); + material.needsUpdate = true; + } + + const setDisplacementScale = (scale) => { + material.displacementScale = scale; + material.needsUpdate = true; + } + onSliderChange = setDisplacementScale; + + // Create plane and rescale it so that max(w, h) = 1 + const [pw, ph] = w > h ? [1, h / w] : [w / h, 1]; + const geometry = new THREE.PlaneGeometry(pw, ph, w, h); + const plane = new THREE.Mesh(geometry, material); + scene.add(plane); + + // Add orbit controls + const controls = new OrbitControls(camera, renderer.domElement); + controls.enableDamping = true; + + renderer.setAnimationLoop(() => { + renderer.render(scene, camera); + controls.update(); + }); + + window.addEventListener('resize', () => { + const width = imageContainer.offsetWidth; + const height = imageContainer.offsetHeight; + + camera.aspect = width / height; + camera.updateProjectionMatrix(); + + renderer.setSize(width, height); + }, false); + + return { + canvas: renderer.domElement, + setDisplacementMap, + }; +} diff --git a/examples/depth-anything-client/package-lock.json b/examples/depth-anything-client/package-lock.json new file mode 100644 index 000000000..63e029d95 --- /dev/null +++ b/examples/depth-anything-client/package-lock.json @@ -0,0 +1,1472 @@ +{ + "name": "depth-anything-client", + 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"vite", + "build": "vite build", + "preview": "vite preview" + }, + "devDependencies": { + "vite": "^5.0.8" + }, + "dependencies": { + "@xenova/transformers": "^2.14.1", + "three": "^0.160.1" + } +} diff --git a/examples/depth-anything-client/style.css b/examples/depth-anything-client/style.css new file mode 100644 index 000000000..1b0fb3f23 --- /dev/null +++ b/examples/depth-anything-client/style.css @@ -0,0 +1,92 @@ +* { + box-sizing: border-box; + padding: 0; + margin: 0; + font-family: sans-serif; +} + +html, +body { + height: 100%; +} + +body { + padding: 16px 32px; +} + +body, +#container, +#upload-button { + display: flex; + flex-direction: column; + justify-content: center; + align-items: center; +} + +h1 { + text-align: center; +} + +#container { + position: relative; + width: 640px; + height: 420px; + max-width: 100%; + max-height: 100%; + border: 2px dashed #D1D5DB; + border-radius: 0.75rem; + overflow: hidden; + margin-top: 1rem; + background-size: 100% 100%; + background-position: center; + background-repeat: no-repeat; +} + +#mask-output { + position: absolute; + width: 100%; + height: 100%; + pointer-events: none; +} + +#upload-button { + gap: 0.4rem; + font-size: 18px; + cursor: pointer; +} + +#upload { + display: none; +} + +svg { + pointer-events: none; +} + +#example { + font-size: 14px; + text-decoration: underline; + cursor: pointer; +} + +#example:hover { + color: #2563EB; +} + +canvas { + position: absolute; + width: 100%; + height: 100%; +} + +#status { + min-height: 16px; + margin: 8px 0; +} + +input[type="range"] { + position: absolute; + top: 10px; + right: 10px; + z-index: 1; +} \ No newline at end of file diff --git a/examples/depth-anything-client/vite.config.js b/examples/depth-anything-client/vite.config.js new file mode 100644 index 000000000..6c32f52df --- /dev/null +++ b/examples/depth-anything-client/vite.config.js @@ -0,0 +1,6 @@ +import { defineConfig } from 'vite'; +export default defineConfig({ + build: { + target: 'esnext' + } +});