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MediaPipe - Pose
<body>
<style>
.square-box {
width: 33%;
height: 0;
padding-top: 33%;
position: absolute;
right: 20px;
top: 20px;
}
.landmark-grid-container {
height: 100%;
width: 100%;
position: absolute;
top:0;
left:0;
background-color: #99999999;
}
</style>
<div class="container">
<video class="input_video"></video>
<canvas class="output_canvas" width="1280px" height="720px"></canvas>
<div class="loading">
<div class="spinner"></div>
<div class="message">
Loading
</div>
</div>
<a class="abs logo" href="http://www.mediapipe.dev" target="_blank">
<div style="display: flex;align-items: center;bottom: 0;right: 10px;">
<img class="logo" src="logo_white.png" alt="" style="
height: 50px;">
<span class="title">MediaPipe</span>
</div>
</a>
<div class="shoutout">
<div>
<a href="https://solutions.mediapipe.dev/pose">
Click here for more info
</a>
</div>
</div>
</div>
<div class="control-panel">
</div>
<div class='square-box'>
<div class="landmark-grid-container">
</div>
</div>
import DeviceDetector from "https://cdn.skypack.dev/device-detector-js@2.2.10";
// Usage: testSupport({client?: string, os?: string}[])
// Client and os are regular expressions.
// See: https://cdn.jsdelivr.net/npm/device-detector-js@2.2.10/README.md for
// legal values for client and os
testSupport([
{client: 'Chrome'},
]);
function testSupport(supportedDevices:{client?: string; os?: string;}[]) {
const deviceDetector = new DeviceDetector();
const detectedDevice = deviceDetector.parse(navigator.userAgent);
let isSupported = false;
for (const device of supportedDevices) {
if (device.client !== undefined) {
const re = new RegExp(`^${device.client}$`);
if (!re.test(detectedDevice.client.name)) {
continue;
}
}
if (device.os !== undefined) {
const re = new RegExp(`^${device.os}$`);
if (!re.test(detectedDevice.os.name)) {
continue;
}
}
isSupported = true;
break;
}
if (!isSupported) {
alert(`This demo, running on ${detectedDevice.client.name}/${detectedDevice.os.name}, ` +
`is not well supported at this time, expect some flakiness while we improve our code.`);
}
}
const controls = window;
const LandmarkGrid = window.LandmarkGrid;
const drawingUtils = window;
const mpPose = window;
const options = {
locateFile: (file) => {
return `https://cdn.jsdelivr.net/npm/@mediapipe/pose@${mpPose.VERSION}/${file}`;
}};
// Our input frames will come from here.
const videoElement =
document.getElementsByClassName('input_video')[0] as HTMLVideoElement;
const canvasElement =
document.getElementsByClassName('output_canvas')[0] as HTMLCanvasElement;
const controlsElement =
document.getElementsByClassName('control-panel')[0] as HTMLDivElement;
const canvasCtx = canvasElement.getContext('2d')!;
// We'll add this to our control panel later, but we'll save it here so we can
// call tick() each time the graph runs.
const fpsControl = new controls.FPS();
// Optimization: Turn off animated spinner after its hiding animation is done.
const spinner = document.querySelector('.loading')! as HTMLDivElement;
spinner.ontransitionend = () => {
spinner.style.display = 'none';
};
const landmarkContainer =
document.getElementsByClassName('landmark-grid-container')[0] as HTMLDivElement;
const grid = new LandmarkGrid(landmarkContainer, {
connectionColor: 0xCCCCCC,
definedColors:
[{name: 'LEFT', value: 0xffa500}, {name: 'RIGHT', value: 0x00ffff}],
range: 2,
fitToGrid: true,
labelSuffix: 'm',
landmarkSize: 2,
numCellsPerAxis: 4,
showHidden: false,
centered: true,
});
let activeEffect = 'mask';
function onResults(results: mpPose.Results): void {
// Hide the spinner.
document.body.classList.add('loaded');
// Update the frame rate.
fpsControl.tick();
// Draw the overlays.
canvasCtx.save();
canvasCtx.clearRect(0, 0, canvasElement.width, canvasElement.height);
if (results.segmentationMask) {
canvasCtx.drawImage(
results.segmentationMask, 0, 0, canvasElement.width,
canvasElement.height);
// Only overwrite existing pixels.
if (activeEffect === 'mask' || activeEffect === 'both') {
canvasCtx.globalCompositeOperation = 'source-in';
// This can be a color or a texture or whatever...
canvasCtx.fillStyle = '#00FF007F';
canvasCtx.fillRect(0, 0, canvasElement.width, canvasElement.height);
} else {
canvasCtx.globalCompositeOperation = 'source-out';
canvasCtx.fillStyle = '#0000FF7F';
canvasCtx.fillRect(0, 0, canvasElement.width, canvasElement.height);
}
// Only overwrite missing pixels.
canvasCtx.globalCompositeOperation = 'destination-atop';
canvasCtx.drawImage(
results.image, 0, 0, canvasElement.width, canvasElement.height);
canvasCtx.globalCompositeOperation = 'source-over';
} else {
canvasCtx.drawImage(
results.image, 0, 0, canvasElement.width, canvasElement.height);
}
if (results.poseLandmarks) {
drawingUtils.drawConnectors(
canvasCtx, results.poseLandmarks, mpPose.POSE_CONNECTIONS,
{visibilityMin: 0.65, color: 'white'});
drawingUtils.drawLandmarks(
canvasCtx,
Object.values(mpPose.POSE_LANDMARKS_LEFT)
.map(index => results.poseLandmarks[index]),
{visibilityMin: 0.65, color: 'white', fillColor: 'rgb(255,138,0)'});
drawingUtils.drawLandmarks(
canvasCtx,
Object.values(mpPose.POSE_LANDMARKS_RIGHT)
.map(index => results.poseLandmarks[index]),
{visibilityMin: 0.65, color: 'white', fillColor: 'rgb(0,217,231)'});
drawingUtils.drawLandmarks(
canvasCtx,
Object.values(mpPose.POSE_LANDMARKS_NEUTRAL)
.map(index => results.poseLandmarks[index]),
{visibilityMin: 0.65, color: 'white', fillColor: 'white'});
}
canvasCtx.restore();
if (results.poseWorldLandmarks) {
grid.updateLandmarks(results.poseWorldLandmarks, mpPose.POSE_CONNECTIONS, [
{list: Object.values(mpPose.POSE_LANDMARKS_LEFT), color: 'LEFT'},
{list: Object.values(mpPose.POSE_LANDMARKS_RIGHT), color: 'RIGHT'},
]);
} else {
grid.updateLandmarks([]);
}
}
const pose = new mpPose.Pose(options);
pose.onResults(onResults);
// Present a control panel through which the user can manipulate the solution
// options.
new controls
.ControlPanel(controlsElement, {
selfieMode: true,
modelComplexity: 1,
smoothLandmarks: true,
enableSegmentation: false,
smoothSegmentation: true,
minDetectionConfidence: 0.5,
minTrackingConfidence: 0.5,
effect: 'background',
})
.add([
new controls.StaticText({title: 'MediaPipe Pose'}),
fpsControl,
new controls.Toggle({title: 'Selfie Mode', field: 'selfieMode'}),
new controls.SourcePicker({
onSourceChanged: () => {
// Resets because this model gives better results when reset between
// source changes.
pose.reset();
},
onFrame:
async (input: controls.InputImage, size: controls.Rectangle) => {
const aspect = size.height / size.width;
let width: number, height: number;
if (window.innerWidth > window.innerHeight) {
height = window.innerHeight;
width = height / aspect;
} else {
width = window.innerWidth;
height = width * aspect;
}
canvasElement.width = width;
canvasElement.height = height;
await pose.send({image: input});
},
}),
new controls.Slider({
title: 'Model Complexity',
field: 'modelComplexity',
discrete: ['Lite', 'Full', 'Heavy'],
}),
new controls.Toggle(
{title: 'Smooth Landmarks', field: 'smoothLandmarks'}),
new controls.Toggle(
{title: 'Enable Segmentation', field: 'enableSegmentation'}),
new controls.Toggle(
{title: 'Smooth Segmentation', field: 'smoothSegmentation'}),
new controls.Slider({
title: 'Min Detection Confidence',
field: 'minDetectionConfidence',
range: [0, 1],
step: 0.01
}),
new controls.Slider({
title: 'Min Tracking Confidence',
field: 'minTrackingConfidence',
range: [0, 1],
step: 0.01
}),
new controls.Slider({
title: 'Effect',
field: 'effect',
discrete: {'background': 'Background', 'mask': 'Foreground'},
}),
])
.on(x => {
const options = x as mpPose.Options;
videoElement.classList.toggle('selfie', options.selfieMode);
activeEffect = (x as {[key: string]: string})['effect'];
pose.setOptions(options);
});
@keyframes spin {
0% {
transform: rotate(0deg);
}
100% {
transform: rotate(360deg);
}
}
.abs {
position: absolute;
}
a {
color: white;
text-decoration: none;
&:hover {
color: lightblue;
}
}
body {
bottom: 0;
font-family: 'Titillium Web', sans-serif;
color: white;
left: 0;
margin: 0;
position: absolute;
right: 0;
top: 0;
transform-origin: 0px 0px;
overflow: hidden;
}
.container {
position: absolute;
background-color: #596e73;
width: 100%;
max-height: 100%;
}
.input_video {
display: none;
position: absolute;
top: 0;
left: 0;
right: 0;
bottom: 0;
&.selfie {
transform: scale(-1, 1);
}
}
.input_image {
position: absolute;
}
.canvas-container {
display:flex;
height: 100%;
width: 100%;
justify-content: center;
align-items:center;
}
.output_canvas {
width: 100%;
display: block;
position: relative;
left: 0;
top: 0;
}
.logo {
bottom: 10px;
right: 20px;
.title {
color: white;
font-size: 28px;
}
.subtitle {
position: relative;
color: white;
font-size: 10px;
left: -30px;
top: 20px;
}
}
.control-panel {
position: absolute;
left: 10px;
top: 10px;
}
.loading {
display: flex;
position: absolute;
top: 0;
right: 0;
bottom: 0;
left: 0;
align-items: center;
backface-visibility: hidden;
justify-content: center;
opacity: 1;
transition: opacity 1s;
.message {
font-size: x-large;
}
.spinner {
position: absolute;
width: 120px;
height: 120px;
animation: spin 1s linear infinite;
border: 32px solid #bebebe;
border-top: 32px solid #3498db;
border-radius: 50%;
}
}
.loaded .loading {
opacity: 0;
}
.shoutout {
left: 0;
right: 0;
bottom: 40px;
text-align: center;
font-size: 24px;
position: absolute;
}
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