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
QNN_CONTEXT_BINARY float qualcomm_qcs8450_proxy QAIRT 2.43 Download
QNN_CONTEXT_BINARY float qualcomm_qcs8550_proxy QAIRT 2.43 Download
QNN_CONTEXT_BINARY float qualcomm_qcs9075 QAIRT 2.43 Download
QNN_CONTEXT_BINARY float qualcomm_sa7255p QAIRT 2.43 Download
QNN_CONTEXT_BINARY float qualcomm_sa8295p QAIRT 2.43 Download
QNN_CONTEXT_BINARY float qualcomm_sa8775p QAIRT 2.43 Download
QNN_CONTEXT_BINARY float qualcomm_snapdragon_8_elite_for_galaxy QAIRT 2.43 Download
QNN_CONTEXT_BINARY float qualcomm_snapdragon_8_elite_gen5 QAIRT 2.43 Download
QNN_CONTEXT_BINARY float qualcomm_snapdragon_8gen3 QAIRT 2.43 Download
QNN_CONTEXT_BINARY float qualcomm_snapdragon_x2_elite QAIRT 2.43 Download
QNN_CONTEXT_BINARY float qualcomm_snapdragon_x_elite QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_qcm6690 QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_qcs6490 QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_qcs8450_proxy QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_qcs8550_proxy QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_qcs9075 QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_sa7255p QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_sa8295p QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_sa8775p QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_snapdragon_7gen4 QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_snapdragon_8_elite_for_galaxy QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_snapdragon_8_elite_gen5 QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_snapdragon_8gen3 QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_snapdragon_x2_elite QAIRT 2.43 Download
QNN_CONTEXT_BINARY w8a8 qualcomm_snapdragon_x_elite QAIRT 2.43 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 0.396 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 1.038 ms 2 - 2 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 3 Mobile 0.618 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS8550 (Proxy) 0.858 ms 0 - 4 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS9075 1.483 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.512 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 0.178 ms 0 - 0 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X Elite 0.443 ms 0 - 0 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.223 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS6490 1.824 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 0.435 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCM6690 3.225 ms 0 - 6 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.19 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.41 ms 0 - 7 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite Gen 5 Mobile 0.398 ms 0 - 10 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® X2 Elite 0.62 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® X Elite 1.024 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 3 Mobile 0.628 ms 0 - 8 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8275 (Proxy) 5.775 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8550 (Proxy) 0.857 ms 0 - 1 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA8775P 1.589 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® QCS9075 1.453 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8450 (Proxy) 2.152 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA7255P 5.775 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA8295P 2.547 ms 0 - 5 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite For Galaxy Mobile 0.514 ms 0 - 10 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.148 ms 0 - 10 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X2 Elite 0.303 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X Elite 0.44 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 3 Mobile 0.222 ms 0 - 7 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS6490 1.704 ms 2 - 4 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8275 (Proxy) 0.996 ms 0 - 8 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8550 (Proxy) 0.31 ms 0 - 1 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8775P 0.492 ms 0 - 5 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS9075 0.384 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCM6690 3.212 ms 0 - 6 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8450 (Proxy) 0.573 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA7255P 0.996 ms 0 - 8 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8295P 0.919 ms 0 - 5 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 0.412 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.425 ms 0 - 10 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® X2 Elite 0.558 ms 7 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® X Elite 1.077 ms 7 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 3 Mobile 0.625 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS8550 (Proxy) 0.822 ms 0 - 8 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS9075 1.234 ms 1 - 3 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.498 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.169 ms 0 - 10 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X2 Elite 0.169 ms 0 - 0 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X Elite 0.44 ms 4 - 4 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.213 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS6490 1.249 ms 0 - 3 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS8550 (Proxy) 0.306 ms 0 - 6 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS9075 0.429 ms 0 - 3 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCM6690 1.632 ms 0 - 6 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.196 ms 0 - 7 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 0.423 ms 1 - 11 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® X2 Elite 0.767 ms 1 - 1 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® X Elite 1.065 ms 1 - 1 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 3 Mobile 0.61 ms 1 - 8 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8275 (Proxy) 3.18 ms 1 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8550 (Proxy) 0.823 ms 1 - 3 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA8775P 1.435 ms 1 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® QCS9075 1.225 ms 3 - 5 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8450 (Proxy) 1.135 ms 1 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA7255P 3.18 ms 1 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA8295P 1.391 ms 0 - 5 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite For Galaxy Mobile 0.497 ms 1 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.168 ms 0 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X2 Elite 0.297 ms 0 - 0 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X Elite 0.432 ms 0 - 0 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 3 Mobile 0.211 ms 0 - 7 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS6490 1.224 ms 2 - 4 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8275 (Proxy) 0.844 ms 0 - 8 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8550 (Proxy) 0.311 ms 0 - 2 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8775P 0.532 ms 0 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS9075 0.405 ms 2 - 4 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCM6690 1.63 ms 0 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8450 (Proxy) 0.465 ms 0 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA7255P 0.844 ms 0 - 8 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8295P 0.723 ms 0 - 5 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.195 ms 0 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 7 Gen 4 Mobile 0.326 ms 0 - 6 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