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MediaPipe-Pose-Estimation

Keypoint Detection
PyTorch
real_time
android
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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 For Galaxy Mobile QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite For Galaxy Mobile QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Snapdragon® X2 Elite QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Snapdragon® X Elite QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 3 Mobile QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 1 Mobile QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-8275 QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-9075 QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X2 Elite QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X Elite QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 3 Mobile QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 1 Mobile QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 QAIRT 2.50, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 7 Gen 4 Mobile QAIRT 2.50, ONNX Runtime 1.27.1 Download
QNN_CONTEXT_BINARY float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile QAIRT 2.50 Download
QNN_CONTEXT_BINARY float Snapdragon® 8 Elite For Galaxy Mobile QAIRT 2.50 Download
QNN_CONTEXT_BINARY float Snapdragon® X2 Elite QAIRT 2.50 Download
QNN_CONTEXT_BINARY float Snapdragon® X Elite QAIRT 2.50 Download
QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 3 Mobile QAIRT 2.50 Download
QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 1 Mobile QAIRT 2.50 Download
QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-8275 QAIRT 2.50 Download
QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ QCS8550 (Proxy) QAIRT 2.50 Download
QNN_CONTEXT_BINARY float Qualcomm® SA8775P QAIRT 2.50 Download
QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-9075 QAIRT 2.50 Download
QNN_CONTEXT_BINARY float Qualcomm® SA7255P QAIRT 2.50 Download
QNN_CONTEXT_BINARY float Qualcomm® SA8295P QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite For Galaxy Mobile QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® X2 Elite QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® X Elite QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 3 Mobile QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 1 Mobile QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS6490 QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-8275 QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8775P QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-6690 QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-9075 QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® SA7255P QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8295P QAIRT 2.50 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® 7 Gen 4 Mobile QAIRT 2.50 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
  • Model size (pose_detector) (float): 3.14 MB
  • Model size (pose_landmark_detector) (float): 12.9 MB
  • Number of parameters (pose_detector): 815K
  • Number of parameters (pose_landmark_detector): 3.36M

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 For Galaxy Mobile 0.418 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.511 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® X2 Elite 0.49 ms 1 - 1 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® X Elite 0.887 ms 0 - 0 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 3 Mobile 0.621 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 1 Mobile 2.158 ms 0 - 14 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-8275 1.685 ms 0 - 4 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.859 ms 0 - 4 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS8450 2.158 ms 0 - 14 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-9075 1.48 ms 0 - 4 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.887 ms 0 - 0 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ Q-8750 0.511 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.165 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.192 ms 0 - 11 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X2 Elite 0.221 ms 1 - 1 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X Elite 0.312 ms 0 - 0 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.231 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.521 ms 0 - 14 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.607 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.397 ms 0 - 4 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.32 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS8450 0.521 ms 0 - 14 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.431 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.312 ms 0 - 0 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 3.215 ms 0 - 6 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.412 ms 0 - 6 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.192 ms 0 - 11 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.412 ms 0 - 6 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.417 ms 0 - 8 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite For Galaxy Mobile 0.509 ms 0 - 8 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® X2 Elite 0.852 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® X Elite 0.995 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 3 Mobile 0.625 ms 0 - 8 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 1 Mobile 2.133 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-8275 1.656 ms 0 - 3 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.855 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA8650P 1.583 ms 0 - 10 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA8255P 1.583 ms 0 - 10 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8450 2.133 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-9075 1.453 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-X7181 0.995 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ Q-8750 0.509 ms 0 - 8 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA8295P 2.418 ms 0 - 5 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.164 ms 0 - 8 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.187 ms 0 - 12 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X2 Elite 0.267 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X Elite 0.411 ms 1 - 1 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 3 Mobile 0.228 ms 0 - 7 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 1 Mobile 0.513 ms 0 - 10 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS6490 1.435 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-8275 0.366 ms 0 - 3 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.32 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8650P 0.484 ms 26 - 31 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8255P 0.484 ms 26 - 31 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8450 0.513 ms 0 - 10 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-9075 0.4 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.411 ms 1 - 1 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-6690 3.203 ms 0 - 6 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-7790 0.407 ms 0 - 7 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-8750 0.187 ms 0 - 12 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8295P 0.808 ms 0 - 5 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 7 Gen 4 Mobile 0.407 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.403 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.449 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® X2 Elite 0.488 ms 2 - 2 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® X Elite 0.778 ms 7 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 3 Mobile 0.581 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 1 Mobile 0.968 ms 1 - 15 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-8275 1.272 ms 1 - 5 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.763 ms 0 - 9 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS8450 0.968 ms 1 - 15 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-9075 1.224 ms 1 - 4 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.778 ms 7 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ Q-8750 0.449 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.169 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.194 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X2 Elite 0.161 ms 1 - 1 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X Elite 0.291 ms 0 - 0 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.214 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.39 ms 0 - 15 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 0.963 ms 0 - 3 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.351 ms 0 - 4 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.308 ms 0 - 6 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS8450 0.39 ms 0 - 15 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.436 ms 0 - 3 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.291 ms 0 - 0 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 1.564 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.314 ms 0 - 6 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.194 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.314 ms 0 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.387 ms 1 - 8 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite For Galaxy Mobile 0.45 ms 0 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® X2 Elite 0.687 ms 1 - 1 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® X Elite 0.996 ms 1 - 1 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 3 Mobile 0.568 ms 0 - 7 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 1 Mobile 0.955 ms 1 - 11 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-8275 1.23 ms 1 - 4 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.765 ms 1 - 4 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA8650P 1.405 ms 1 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA8255P 1.405 ms 1 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® QCS8450 0.955 ms 1 - 11 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-9075 1.187 ms 1 - 4 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-X7181 0.996 ms 1 - 1 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ Q-8750 0.45 ms 0 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA8295P 1.188 ms 0 - 5 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.164 ms 0 - 7 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.185 ms 0 - 12 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X2 Elite 0.282 ms 0 - 0 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X Elite 0.406 ms 0 - 0 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 3 Mobile 0.207 ms 0 - 7 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 1 Mobile 0.37 ms 0 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS6490 0.878 ms 2 - 4 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-8275 0.331 ms 0 - 3 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.305 ms 0 - 2 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8650P 0.51 ms 0 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8255P 0.51 ms 0 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® QCS8450 0.37 ms 0 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-9075 0.383 ms 2 - 4 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.406 ms 0 - 0 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-6690 1.547 ms 0 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-7790 0.308 ms 0 - 7 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-8750 0.185 ms 0 - 12 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8295P 0.563 ms 0 - 5 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 7 Gen 4 Mobile 0.308 ms 0 - 7 MB NPU

License

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

References

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Paper for qualcomm/MediaPipe-Pose-Estimation