Hugging Face's logo

qualcomm
/
MediaPipe-Pose-Estimation

Keypoint Detection
PyTorch
real_time
android
Model card Files
xet
 Community
1

MediaPipe-Pose-Estimation: Optimized for Qualcomm Devices

The MediaPipe Pose Landmark Detector is a machine learning pipeline that predicts bounding boxes and pose skeletons of the face, hands, and torso in an image.

This is based on the implementation of MediaPipe-Pose-Estimation found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

Runtime Precision Chipset SDK Versions Download
PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite Gen 5 Mobile QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX float Snapdragon® X2 Elite QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX float Snapdragon® X Elite QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 3 Mobile QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX float Qualcomm® QCS8550 (Proxy) QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite For Galaxy Mobile QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX float Qualcomm® QCS9075 QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X2 Elite QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X Elite QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 3 Mobile QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS6490 QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS8550 (Proxy) QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 7 Gen 4 Mobile QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCM6690 QAIRT 2.42, ONNX Runtime 1.24.3 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS9075 QAIRT 2.42, ONNX Runtime 1.24.3 Download
QNN_CONTEXT_BINARY float Snapdragon® 8 Elite Gen 5 Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Snapdragon® X2 Elite QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Snapdragon® X Elite QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 3 Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Qualcomm® QCS8550 (Proxy) QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Qualcomm® SA8775P QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Snapdragon® 8 Elite For Galaxy Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Qualcomm® SA7255P QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Qualcomm® SA8295P QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Qualcomm® QCS9075 QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Qualcomm® QCS8450 (Proxy) QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Gen 5 Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® X2 Elite QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® X Elite QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 3 Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS6490 QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8550 (Proxy) QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8775P QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite For Galaxy Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® 7 Gen 4 Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® SA7255P QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8295P QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® QCM6690 QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS9075 QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8450 (Proxy) QAIRT 2.45 Download

For more device-specific assets and performance metrics, visit MediaPipe-Pose-Estimation on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

  • Custom weights (e.g., fine-tuned checkpoints)
  • Custom input shapes
  • Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for MediaPipe-Pose-Estimation on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.pose_estimation

Model Stats:

  • Input resolution: 256x256
  • Number of parameters (pose_detector): 815K
  • Model size (pose_detector) (float): 3.14 MB
  • Number of parameters (pose_landmark_detector): 3.36M
  • Model size (pose_landmark_detector) (float): 12.9 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.401 ms 0 - 10 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® X2 Elite 0.496 ms 0 - 0 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® X Elite 1.023 ms 2 - 2 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 3 Mobile 0.63 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS8550 (Proxy) 0.859 ms 0 - 4 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS9075 1.482 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.514 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.163 ms 0 - 10 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X2 Elite 0.188 ms 0 - 0 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X Elite 0.431 ms 0 - 0 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.224 ms 0 - 6 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS6490 1.837 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS8550 (Proxy) 0.322 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS9075 0.424 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCM6690 3.217 ms 0 - 6 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.195 ms 0 - 11 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.409 ms 0 - 7 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite Gen 5 Mobile 0.4 ms 0 - 10 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® X2 Elite 0.638 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® X Elite 1.016 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 3 Mobile 0.623 ms 0 - 8 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8275 (Proxy) 5.741 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8550 (Proxy) 0.85 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA8775P 1.571 ms 0 - 10 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® QCS9075 1.443 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8450 (Proxy) 2.152 ms 0 - 8 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA7255P 5.741 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA8295P 2.55 ms 0 - 6 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite For Galaxy Mobile 0.508 ms 0 - 13 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.159 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X2 Elite 0.289 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X Elite 0.437 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 3 Mobile 0.22 ms 0 - 7 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS6490 1.693 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8275 (Proxy) 1.0 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8550 (Proxy) 0.32 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8775P 0.488 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS9075 0.38 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCM6690 3.205 ms 0 - 6 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8450 (Proxy) 0.57 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA7255P 1.0 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8295P 0.931 ms 0 - 6 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.186 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 7 Gen 4 Mobile 0.405 ms 0 - 6 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.424 ms 0 - 10 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® X2 Elite 0.545 ms 7 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® X Elite 1.088 ms 7 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 3 Mobile 0.615 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS8550 (Proxy) 0.826 ms 0 - 8 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS9075 1.242 ms 1 - 3 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.5 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.167 ms 0 - 10 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X2 Elite 0.163 ms 0 - 0 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X Elite 0.442 ms 4 - 4 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.217 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS6490 1.194 ms 0 - 3 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS8550 (Proxy) 0.307 ms 0 - 6 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS9075 0.443 ms 0 - 3 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCM6690 1.622 ms 0 - 6 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.197 ms 0 - 11 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.319 ms 0 - 7 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite Gen 5 Mobile 0.421 ms 1 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® X2 Elite 0.741 ms 1 - 1 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® X Elite 1.075 ms 1 - 1 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 3 Mobile 0.62 ms 0 - 7 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8275 (Proxy) 3.166 ms 1 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8550 (Proxy) 0.818 ms 1 - 2 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA8775P 1.41 ms 0 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® QCS9075 1.201 ms 1 - 3 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8450 (Proxy) 1.167 ms 1 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA7255P 3.166 ms 1 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA8295P 1.397 ms 0 - 5 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite For Galaxy Mobile 0.495 ms 0 - 13 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.164 ms 0 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X2 Elite 0.279 ms 0 - 0 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X Elite 0.418 ms 0 - 0 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 3 Mobile 0.209 ms 0 - 7 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS6490 1.089 ms 0 - 2 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8275 (Proxy) 0.791 ms 0 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8550 (Proxy) 0.3 ms 0 - 2 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8775P 0.508 ms 0 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS9075 0.417 ms 0 - 2 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCM6690 1.573 ms 0 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8450 (Proxy) 0.444 ms 0 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA7255P 0.791 ms 0 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8295P 0.722 ms 0 - 5 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.195 ms 0 - 13 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 7 Gen 4 Mobile 0.316 ms 0 - 7 MB NPU

License

  • The license for the original implementation of MediaPipe-Pose-Estimation can be found here.

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Keypoint Detection
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support

Paper for qualcomm/MediaPipe-Pose-Estimation