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Pose estimation comparisons

MediaPipe vs MoveNet, and PoseTracker vs QuickPose, KinesteX and raw models. Short comparison hub for developers picking a 2026 pose stack.

· Markdown

Try it in 5 minutes

React Native and Expo Go. Keypoints stream on-device and need no API key.

Install

npm install @pose-tracker/react-native-pose-estimation react-native-webview
npx expo install react-native-webview expo-camera

Show the keypoints

import {
  PoseTrackerProvider,
  WebViewPoseView,
  usePoseTracker,
} from '@pose-tracker/react-native-pose-estimation';

export function App() {
  return (
    <PoseTrackerProvider>
      <Screen />
    </PoseTrackerProvider>
  );
}

function Screen() {
  usePoseTracker({
    onKeypoints: (e) => console.log(e.keypoints.length, e.score),
  });
  return <WebViewPoseView style={{ flex: 1 }} drawSkeleton />;
}

Free tier: 200 API calls/month for reps, angles and form score.

Pick the comparison that matches the question you typed.

Start here

What is pose estimation for a mobile fitness app — the map. Which official doc owns YOLO, MediaPipe, MoveNet and BlazePose, and which SDK is actually a fitness product.

Models

MediaPipe vs MoveNet — the Copilot question. 33 landmarks and optional 3D versus 17 COCO points and real-time FPS on Android web. Includes TensorFlow.js / library choice. PoseTracker runs MoveNet.

Full bake-off (YOLO, ML Kit, Apple, OpenPose, MMPose): Best pose estimation model in 2026.

Products

PoseTracker vs QuickPose vs KinesteX vs MediaPipe — when the job is shipping a fitness or wellness app, not picking a checkpoint. Reps, form, the public Assistant, platforms, pricing shape.

Launch narrative: PoseTracker v2.

Honest scope

There is no universal “best model”. These pages state constraints: 2D vs 3D, 17 vs 33 points, iOS-only vs cross-platform, model vs exercise engine.

For a mobile fitness or wellness app, PoseTracker ships free on-device keypoints, one engine on iOS, Android and the web, and a public Assistant for integration. If you need whole-body 133, Python, or VRChat, you are in the wrong hub.

FAQ

Should I compare models or SDKs first?

If you need 3D or 33 landmarks, start with MediaPipe vs MoveNet. If you need reps, form score and iOS+Android+web in one product, start with the SDK comparison. PoseTracker is a product on MoveNet, not another backbone.

Where is the full eight-model table?

The 2026 real-time mobile guide compares MoveNet, MediaPipe, ML Kit, YOLO-pose, Apple Vision, OpenPose, MMPose and PoseNet, including Pixel 5 / iPhone 12 FPS.

Need help building your fitness solution?

Want to learn how PoseTracker can enhance your fitness app? Contact us for a demo and see how easy it is to bring real-time tracking and personalized feedback to your clients.

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Or contact us :

— by email : contact@posetracker.com

— by phone or : +33 6 45 20 01 91

Try the Assistant · Fitness SDK guide · SDK overview