diff --git a/FitStyle/.gitignore b/FitStyle/.gitignore
new file mode 100644
index 0000000..a547bf3
--- /dev/null
+++ b/FitStyle/.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/FitStyle/README.md b/FitStyle/README.md
new file mode 100644
index 0000000..18bc70e
--- /dev/null
+++ b/FitStyle/README.md
@@ -0,0 +1,16 @@
+# React + Vite
+
+This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.
+
+Currently, two official plugins are available:
+
+- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react) uses [Babel](https://babeljs.io/) (or [oxc](https://oxc.rs) when used in [rolldown-vite](https://vite.dev/guide/rolldown)) for Fast Refresh
+- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh
+
+## React Compiler
+
+The React Compiler is not enabled on this template because of its impact on dev & build performances. To add it, see [this documentation](https://react.dev/learn/react-compiler/installation).
+
+## Expanding the ESLint configuration
+
+If you are developing a production application, we recommend using TypeScript with type-aware lint rules enabled. Check out the [TS template](https://github.com/vitejs/vite/tree/main/packages/create-vite/template-react-ts) for information on how to integrate TypeScript and [`typescript-eslint`](https://typescript-eslint.io) in your project.
diff --git a/FitStyle/eslint.config.js b/FitStyle/eslint.config.js
new file mode 100644
index 0000000..cee1e2c
--- /dev/null
+++ b/FitStyle/eslint.config.js
@@ -0,0 +1,29 @@
+import js from '@eslint/js'
+import globals from 'globals'
+import reactHooks from 'eslint-plugin-react-hooks'
+import reactRefresh from 'eslint-plugin-react-refresh'
+import { defineConfig, globalIgnores } from 'eslint/config'
+
+export default defineConfig([
+ globalIgnores(['dist']),
+ {
+ files: ['**/*.{js,jsx}'],
+ extends: [
+ js.configs.recommended,
+ reactHooks.configs['recommended-latest'],
+ reactRefresh.configs.vite,
+ ],
+ languageOptions: {
+ ecmaVersion: 2020,
+ globals: globals.browser,
+ parserOptions: {
+ ecmaVersion: 'latest',
+ ecmaFeatures: { jsx: true },
+ sourceType: 'module',
+ },
+ },
+ rules: {
+ 'no-unused-vars': ['error', { varsIgnorePattern: '^[A-Z_]' }],
+ },
+ },
+])
diff --git a/FitStyle/index.html b/FitStyle/index.html
new file mode 100644
index 0000000..a036a07
--- /dev/null
+++ b/FitStyle/index.html
@@ -0,0 +1,15 @@
+
+
+
+
+
+
+ fitstyle
+
+
+
+
+
+
+
diff --git a/FitStyle/models/pose_landmarker_lite.task b/FitStyle/models/pose_landmarker_lite.task
new file mode 100644
index 0000000..09576a9
Binary files /dev/null and b/FitStyle/models/pose_landmarker_lite.task differ
diff --git a/FitStyle/package-lock.json b/FitStyle/package-lock.json
new file mode 100644
index 0000000..dd3f720
--- /dev/null
+++ b/FitStyle/package-lock.json
@@ -0,0 +1,3450 @@
+{
+ "name": "fitstyle",
+ "version": "0.0.0",
+ "lockfileVersion": 3,
+ "requires": true,
+ "packages": {
+ "": {
+ "name": "fitstyle",
+ "version": "0.0.0",
+ "dependencies": {
+ "@mediapipe/tasks-vision": "^0.10.22-rc.20250304",
+ "react": "^19.1.1",
+ "react-dom": "^19.1.1",
+ "react-webcam": "^7.2.0"
+ },
+ "devDependencies": {
+ "@eslint/js": "^9.36.0",
+ "@tailwindcss/vite": "^4.1.18",
+ "@types/react": "^19.1.16",
+ "@types/react-dom": "^19.1.9",
+ "@vitejs/plugin-react": "^5.0.4",
+ "baseline-browser-mapping": "^2.9.14",
+ "eslint": "^9.36.0",
+ "eslint-plugin-react-hooks": "^5.2.0",
+ "eslint-plugin-react-refresh": "^0.4.22",
+ "globals": "^16.4.0",
+ "vite": "^7.1.7"
+ }
+ },
+ "node_modules/@babel/code-frame": {
+ "version": "7.27.1",
+ "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.27.1.tgz",
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+ "license": "MIT",
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+ "js-tokens": "^4.0.0",
+ "picocolors": "^1.1.1"
+ },
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+ }
+ },
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+ "version": "7.28.5",
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+ }
+}
diff --git a/FitStyle/package.json b/FitStyle/package.json
new file mode 100644
index 0000000..d5573a9
--- /dev/null
+++ b/FitStyle/package.json
@@ -0,0 +1,31 @@
+{
+ "name": "fitstyle",
+ "private": true,
+ "version": "0.0.0",
+ "type": "module",
+ "scripts": {
+ "dev": "vite",
+ "build": "vite build",
+ "lint": "eslint .",
+ "preview": "vite preview"
+ },
+ "dependencies": {
+ "@mediapipe/tasks-vision": "^0.10.22-rc.20250304",
+ "react": "^19.1.1",
+ "react-dom": "^19.1.1",
+ "react-webcam": "^7.2.0"
+ },
+ "devDependencies": {
+ "@eslint/js": "^9.36.0",
+ "@tailwindcss/vite": "^4.1.18",
+ "@types/react": "^19.1.16",
+ "@types/react-dom": "^19.1.9",
+ "@vitejs/plugin-react": "^5.0.4",
+ "baseline-browser-mapping": "^2.9.14",
+ "eslint": "^9.36.0",
+ "eslint-plugin-react-hooks": "^5.2.0",
+ "eslint-plugin-react-refresh": "^0.4.22",
+ "globals": "^16.4.0",
+ "vite": "^7.1.7"
+ }
+}
diff --git a/FitStyle/public/vite.svg b/FitStyle/public/vite.svg
new file mode 100644
index 0000000..e7b8dfb
--- /dev/null
+++ b/FitStyle/public/vite.svg
@@ -0,0 +1 @@
+
\ No newline at end of file
diff --git a/FitStyle/src/App.css b/FitStyle/src/App.css
new file mode 100644
index 0000000..a461c50
--- /dev/null
+++ b/FitStyle/src/App.css
@@ -0,0 +1 @@
+@import "tailwindcss";
\ No newline at end of file
diff --git a/FitStyle/src/App.jsx b/FitStyle/src/App.jsx
new file mode 100644
index 0000000..e486742
--- /dev/null
+++ b/FitStyle/src/App.jsx
@@ -0,0 +1,15 @@
+import { useState } from "react";
+import reactLogo from "./assets/react.svg";
+import viteLogo from "/vite.svg";
+import "./App.css";
+import Home from "./pages/Home.jsx";
+
+function App() {
+ return (
+ <>
+
+
+ );
+}
+
+export default App;
diff --git a/FitStyle/src/assets/react.svg b/FitStyle/src/assets/react.svg
new file mode 100644
index 0000000..6c87de9
--- /dev/null
+++ b/FitStyle/src/assets/react.svg
@@ -0,0 +1 @@
+
\ No newline at end of file
diff --git a/FitStyle/src/components/Screen.jsx b/FitStyle/src/components/Screen.jsx
new file mode 100644
index 0000000..2697607
--- /dev/null
+++ b/FitStyle/src/components/Screen.jsx
@@ -0,0 +1,7 @@
+import React from "react";
+
+function Screen() {
+ return ;
+}
+
+export default Screen;
diff --git a/FitStyle/src/index.css b/FitStyle/src/index.css
new file mode 100644
index 0000000..a461c50
--- /dev/null
+++ b/FitStyle/src/index.css
@@ -0,0 +1 @@
+@import "tailwindcss";
\ No newline at end of file
diff --git a/FitStyle/src/main.jsx b/FitStyle/src/main.jsx
new file mode 100644
index 0000000..b9a1a6d
--- /dev/null
+++ b/FitStyle/src/main.jsx
@@ -0,0 +1,10 @@
+import { StrictMode } from 'react'
+import { createRoot } from 'react-dom/client'
+import './index.css'
+import App from './App.jsx'
+
+createRoot(document.getElementById('root')).render(
+
+
+ ,
+)
diff --git a/FitStyle/src/pages/Home.jsx b/FitStyle/src/pages/Home.jsx
new file mode 100644
index 0000000..a93cadf
--- /dev/null
+++ b/FitStyle/src/pages/Home.jsx
@@ -0,0 +1,365 @@
+import React, { useRef, useState, useEffect } from "react";
+//import model from "../../models/pose_landmarker_lite.task";
+import Webcam from "react-webcam";
+import {
+ PoseLandmarker,
+ FilesetResolver,
+ DrawingUtils,
+} from "@mediapipe/tasks-vision";
+
+function Home() {
+ //useRefs don't cause re-renders
+ const webCamRef = useRef(null);
+ const canvasRef = useRef(null);
+ //useStates cause re-renders and for updating the components
+ const [poseLandmarker, setPoseLandmarker] = useState(null);
+ const [runningMode, setRunningMode] = useState("VIDEO");
+ const animationFrameId = useRef(null);
+ const [webCamOn, setwebCamOn] = useState(false);
+ const model = `https://storage.googleapis.com/mediapipe-models/pose_landmarker/pose_landmarker_lite/float16/1/pose_landmarker_lite.task`;
+
+ //Load the model once when the component mounts
+ useEffect(() => {
+ createVisionModel();
+ return () => {
+ if (animationFrameId.current) {
+ cancelAnimationFrame(animationFrameId.current);
+ }
+ };
+ }, []); //empty dependency array to run only once on mount
+
+ useEffect(() => {
+ if (webCamOn && poseLandmarker) {
+ handleVideo();
+ }
+ }, [webCamOn, poseLandmarker]); //rerun when webCamOn or poseLandmarker changes
+
+ const handlewebCamOn = () => {
+ setwebCamOn(true);
+ };
+
+ const handlewebCamOff = () => {
+ setwebCamOn(false);
+ };
+
+ async function createVisionModel() {
+ try {
+ //load the model!!!
+ const vision = await FilesetResolver.forVisionTasks(
+ "https://cdn.jsdelivr.net/npm/@mediapipe/tasks-vision@0.10.0/wasm"
+ );
+ const poseLandmarker = await PoseLandmarker.createFromOptions(vision, {
+ baseOptions: {
+ modelAssetPath: model,
+ delegate: "GPU",
+ },
+ runningMode: runningMode,
+ numPoses: 1, //detect one person at a time
+ outputSegmentationMasks: true,
+ });
+
+ //save the model to state
+ setPoseLandmarker(poseLandmarker);
+ } catch (error) {
+ console.error(error);
+ }
+ }
+
+ async function handleVideo() {
+ if (!poseLandmarker || !webCamRef.current) {
+ return;
+ }
+ await poseLandmarker.setOptions({ runningMode: "VIDEO" });
+ let lastVideoTime = -1; //last processed video timestamp
+
+ function renderLoop() {
+ const video = webCamRef.current?.video;
+ const canvas = canvasRef.current;
+ if (!video || !canvas) {
+ return;
+ }
+
+ //if new frame then run pose detection
+ if (video.currentTime !== lastVideoTime && video.readyState >= 2) {
+ const poseLandmarkerResult = poseLandmarker.detectForVideo(
+ video,
+ performance.now() //current timestamp
+ );
+ processResults(poseLandmarkerResult, canvas, video);
+ const bodyMeasurements = calculateBodyMeasurements(
+ poseLandmarkerResult,
+ video.videoHeight,
+ video.videoWidth
+ );
+
+ console.log("Body Measurements: ", bodyMeasurements);
+ lastVideoTime = video.currentTime;
+ }
+
+ //schedule the next frame
+ animationFrameId.current = requestAnimationFrame(renderLoop);
+ }
+ renderLoop(); //start the loop
+ }
+
+ function processResults(result, canvas, video) {
+ if (!canvas || !video) {
+ return;
+ }
+ //get drawing context
+ const canvasCtx = canvas.getContext("2d");
+
+ //clear prev drawings
+ canvasCtx.clearRect(0, 0, canvas.width, canvas.height);
+ //ensure size matches video size
+ canvasCtx.canvas.width = video.videoWidth;
+ canvasCtx.canvas.height = video.videoHeight;
+
+ //drawing utils
+ const drawingUtils = new DrawingUtils(canvasCtx);
+ //draw the nose, eyes, etc landmarks
+ if (result.segmentationMasks && result.segmentationMasks.length > 0) {
+ canvasCtx.save();
+
+ //draw the segmentation masks now
+ for (const mask of result.segmentationMasks) {
+ const maskData = mask.getAsFloat32Array();
+ const width = mask.width;
+ const height = mask.height;
+ const imgData = canvasCtx.createImageData(width, height);
+
+ for (let i = 0; i <= maskData.length; i++) {
+ const maskValue = maskData[i] * 255;
+ //vals below indicate the RGB values where here we have a pink overlay lol
+ imgData.data[i * 4] = 255;
+ imgData.data[i * 4 + 1] = 192;
+ imgData.data[i * 4 + 2] = 203;
+ imgData.data[i * 4 + 3] = maskValue; //Transparency
+ }
+
+ const tmpCanvas = document.createElement("canvas");
+ tmpCanvas.width = width;
+ tmpCanvas.height = height;
+ const tmpCtx = tmpCanvas.getContext("2d");
+ tmpCtx.putImageData(imgData, 0, 0);
+ canvasCtx.drawImage(tmpCanvas, 0, 0, canvas.width, canvas.height);
+ }
+ canvasCtx.restore();
+ }
+
+ for (const landmark of result.landmarks) {
+ drawingUtils.drawLandmarks(landmark, {
+ //control the radius based on depth (z)
+ radius: (data) => DrawingUtils.lerp(data.from.z, -0.15, 0.1, 5, 1),
+ });
+ //connect the landmarks with lines
+ drawingUtils.drawConnectors(landmark, PoseLandmarker.POSE_CONNECTIONS);
+ }
+ }
+ function findEdge(right = true, mask, measX, measY) {
+ // mask is a segmentation mask object; get its float array and dims
+ const maskData = mask.getAsFloat32Array
+ ? mask.getAsFloat32Array()
+ : mask.data;
+ const maskWidth = mask.width;
+ const maskHeight = mask.height;
+ // clamp coordinates to mask bounds
+ const startX = Math.min(Math.max(Math.floor(measX), 0), maskWidth - 1);
+ const y = Math.min(Math.max(Math.floor(measY), 0), maskHeight - 1);
+
+ if (right) {
+ for (let w = startX; w < maskWidth; w++) {
+ const index = y * maskWidth + w;
+ if (!maskData[index] || maskData[index] === 0) {
+ return w - 1;
+ }
+ }
+ } else {
+ for (let w = startX; w >= 0; w--) {
+ const index = y * maskWidth + w;
+ if (!maskData[index] || maskData[index] === 0) {
+ return w + 1;
+ }
+ }
+ }
+ return right ? maskWidth - 1 : 0;
+ }
+
+ function calcDistance(p1, p2) {
+ return (
+ Math.sqrt(Math.pow(p1.x - p2.x, 2)) +
+ Math.pow(p1.y - p2.y, 2) +
+ Math.pow((p1.z || 0) - (p2.z || 0), 2)
+ );
+ }
+ function calculateBodyMeasurements(result, height, width) {
+ /*
+ currently I'll just take measurements for
+ 1. shoulder width
+ 2. hip measurement
+ 3. leg length
+ 4. arm length
+ */
+
+ const visibilityThreshold = 0.5;
+
+ const isValid = (landmark) => {
+ return (
+ landmark &&
+ // === strict equality without type coercion
+ landmark.visibility !== undefined &&
+ landmark.visibility > visibilityThreshold
+ );
+ };
+ if (
+ result.landmarks &&
+ result.landmarks.length > 0 &&
+ result.segmentationMasks &&
+ result.segmentationMasks.length > 0
+ ) {
+ const landmarks = result.landmarks[0];
+ const mask = result.segmentationMasks[0];
+ let shoulderWidth, hipWidth, legLength, armLength;
+
+ if (isValid(landmarks[11]) && isValid(landmarks[12])) {
+ const leftShoulderX = Math.floor(landmarks[11].x * width);
+ const leftShoulderY = Math.floor(landmarks[11].y * height);
+ const rightShoulderX = Math.floor(landmarks[12].x * width);
+ const rightShoulderY = Math.floor(landmarks[12].y * height);
+
+ shoulderWidth =
+ Math.abs(
+ findEdge(false, mask, leftShoulderX, leftShoulderY, width) -
+ findEdge(true, mask, rightShoulderX, rightShoulderY, width)
+ ) / width;
+ }
+
+ if (isValid(landmarks[23]) && isValid(landmarks[24])) {
+ const leftHipX = Math.floor(landmarks[23].x * width);
+ const leftHipY = Math.floor(landmarks[23].y * height);
+ const rightHipX = Math.floor(landmarks[24].x * width);
+ const rightHipY = Math.floor(landmarks[24].y * height);
+
+ hipWidth =
+ Math.abs(
+ findEdge(false, mask, leftHipX, leftHipY, width) -
+ findEdge(true, mask, rightHipX, rightHipY, width)
+ ) / width;
+ }
+
+ if (isValid(landmarks[24]) && isValid(landmarks[28])) {
+ legLength =
+ landmarks[24] && landmarks[28]
+ ? calcDistance(landmarks[24], landmarks[28])
+ : null;
+ } else if (isValid(landmarks[23]) && isValid(landmarks[27])) {
+ legLength =
+ landmarks[23] && landmarks[27]
+ ? calcDistance(landmarks[23], landmarks[27])
+ : null;
+ }
+
+ if (isValid(landmarks[12]) && isValid(landmarks[16])) {
+ armLength =
+ landmarks[12] && landmarks[16]
+ ? calcDistance(landmarks[12], landmarks[16])
+ : null;
+ } else if (isValid(landmarks[11]) && isValid(landmarks[15])) {
+ armLength =
+ landmarks[11] && landmarks[15]
+ ? calcDistance(landmarks[11], landmarks[15])
+ : null;
+ }
+
+ return {
+ shoulderWidth,
+ hipWidth,
+ legLength,
+ armLength,
+ };
+ }
+
+ return null;
+ }
+
+ async function handleImage(event) {
+ const file = event.target.files?.[0];
+ if (!file || !poseLandmarker) {
+ return;
+ }
+
+ const image = new Image();
+ image.src = URL.createObjectURL(file);
+ image.onload = async () => {
+ await poseLandmarker.setOptions({ runningMode: "IMAGE" });
+ const result = poseLandmarker.detect(image);
+
+ //create a canvas to draw the results
+ const canvas = document.createElement("canvas");
+ canvas.setAttribute("class", "canvas");
+ canvas.setAttribute("width", image.naturalWidth + "px");
+ canvas.setAttribute("height", image.naturalHeight + "px");
+ canvas.style.width = "100%";
+ canvas.style.maxWidth = "600px";
+ document.body.appendChild(canvas);
+
+ const canvasCtx = canvas.getContext("2d");
+ canvasCtx.drawImage(image, 0, 0, canvas.width, canvas.height);
+
+ const drawingUtils = new DrawingUtils(canvasCtx);
+ for (const landmark of result.landmarks) {
+ drawingUtils.drawLandmarks(landmark, {
+ radius: (data) => DrawingUtils.lerp(data.from.z, -0.15, 0.1, 5, 1),
+ });
+ drawingUtils.drawConnectors(landmark, PoseLandmarker.POSE_CONNECTIONS);
+ }
+ await poseLandmarker.setOptions({ runningMode: "VIDEO" });
+ //clean temp url
+ URL.revokeObjectURL(image.src);
+ };
+ }
+
+ return (
+ <>
+ {/* Webcam and Canvas for video input and drawing */}
+
+ {webCamOn && ( //only show when webcam is on
+ <>
+
+
+
+ {/* Canvas for drawing pose landmarks */}
+
+ )}
+
+
+
+
+
+
+
+
+
+
+ );
+}
+
+export default Home;
diff --git a/FitStyle/vite.config.js b/FitStyle/vite.config.js
new file mode 100644
index 0000000..19537f6
--- /dev/null
+++ b/FitStyle/vite.config.js
@@ -0,0 +1,7 @@
+import { defineConfig } from "vite";
+import react from "@vitejs/plugin-react";
+import tailwindcss from "@tailwindcss/vite";
+// https://vite.dev/config/
+export default defineConfig({
+ plugins: [react(), tailwindcss()],
+});