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MediaPipe-Pose-Estimation

Keypoint Detection
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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® X2 Elite QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Snapdragon® X Elite QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 3 Mobile QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 1 Mobile QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-8275 QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-9075 QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite Mobile QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite Gen 5 Mobile QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X2 Elite QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X Elite QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 3 Mobile QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 1 Mobile QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 7 Gen 4 Mobile QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Mobile QAIRT 2.45, ONNX Runtime 1.27.1 Download
PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile QAIRT 2.45, ONNX Runtime 1.27.1 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 Snapdragon® 8 Gen 1 Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-8275 QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ QCS8550 (Proxy) QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Qualcomm® SA8775P QAIRT 2.45 Download
QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-9075 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 Snapdragon® 8 Elite Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY float 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 Snapdragon® 8 Gen 1 Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS6490 QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-8275 QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8775P QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-6690 QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-9075 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 Snapdragon® 7 Gen 4 Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Mobile QAIRT 2.45 Download
QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Gen 5 Mobile 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
  • 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® X2 Elite 0.485 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 0.632 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 1 Mobile 2.179 ms 0 - 14 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-8275 1.693 ms 0 - 4 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.858 ms 0 - 4 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS8450 2.179 ms 0 - 14 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-9075 1.481 ms 0 - 3 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 0.512 ms 0 - 10 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite Mobile 0.512 ms 0 - 10 MB NPU
pose_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.408 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X2 Elite 0.18 ms 1 - 1 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X Elite 0.308 ms 0 - 0 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.228 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.582 ms 0 - 14 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.748 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.436 ms 0 - 4 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.319 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS8450 0.582 ms 0 - 14 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.427 ms 0 - 3 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.308 ms 0 - 0 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 3.219 ms 0 - 6 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.41 ms 0 - 6 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.185 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Mobile 0.185 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.167 ms 0 - 7 MB NPU
pose_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.41 ms 0 - 6 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® X2 Elite 0.635 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® X Elite 0.997 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 3 Mobile 0.633 ms 0 - 8 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 1 Mobile 2.147 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-8275 1.668 ms 0 - 3 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.855 ms 0 - 1 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA8775P 1.583 ms 0 - 10 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 2.147 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-9075 1.578 ms 2 - 4 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-X7181 0.997 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ Q-8750 0.514 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA7255P 5.766 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Qualcomm® SA8295P 2.533 ms 0 - 6 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite Mobile 0.514 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite Gen 5 Mobile 0.404 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X2 Elite 0.286 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X Elite 0.408 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 3 Mobile 0.211 ms 0 - 7 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 1 Mobile 0.57 ms 0 - 14 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS6490 1.7 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-8275 0.352 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.315 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8775P 0.484 ms 26 - 31 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 0.57 ms 0 - 14 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-9075 0.398 ms 0 - 2 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.408 ms 0 - 0 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-6690 3.209 ms 0 - 6 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-7790 0.407 ms 0 - 6 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-8750 0.186 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA7255P 0.996 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 Mobile 0.186 ms 0 - 9 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.166 ms 0 - 13 MB NPU
pose_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 7 Gen 4 Mobile 0.407 ms 0 - 6 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® X2 Elite 0.528 ms 2 - 2 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® X Elite 0.869 ms 7 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 3 Mobile 0.608 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Gen 1 Mobile 1.168 ms 1 - 14 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-8275 1.299 ms 1 - 4 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.797 ms 0 - 9 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® QCS8450 1.168 ms 1 - 14 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-9075 1.233 ms 1 - 3 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.869 ms 7 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Qualcomm® Dragonwing™ Q-8750 0.496 ms 0 - 8 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite Mobile 0.496 ms 0 - 8 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.427 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® X2 Elite 0.162 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 0.207 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.45 ms 0 - 13 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.138 ms 0 - 3 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.399 ms 0 - 4 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.306 ms 0 - 6 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® QCS8450 0.45 ms 0 - 13 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.452 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 1.623 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.322 ms 0 - 6 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.197 ms 0 - 11 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Mobile 0.197 ms 0 - 11 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.172 ms 0 - 7 MB NPU
pose_landmark_detector PRECOMPILED_QNN_ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.322 ms 0 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® X2 Elite 0.726 ms 1 - 1 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® X Elite 1.025 ms 1 - 1 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 3 Mobile 0.605 ms 1 - 8 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Gen 1 Mobile 1.156 ms 1 - 11 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-8275 1.251 ms 1 - 4 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.804 ms 1 - 2 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA8775P 1.405 ms 1 - 10 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 1.156 ms 1 - 11 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-9075 1.221 ms 1 - 3 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ IQ-X7181 1.025 ms 1 - 1 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® Dragonwing™ Q-8750 0.493 ms 1 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA7255P 3.194 ms 1 - 10 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Qualcomm® SA8295P 1.386 ms 0 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite Mobile 0.493 ms 1 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY float Snapdragon® 8 Elite Gen 5 Mobile 0.428 ms 1 - 11 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X2 Elite 0.277 ms 0 - 0 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® X Elite 0.411 ms 0 - 0 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 3 Mobile 0.212 ms 0 - 8 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Gen 1 Mobile 0.443 ms 0 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS6490 1.114 ms 2 - 4 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-8275 0.372 ms 0 - 3 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.302 ms 0 - 1 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8775P 0.51 ms 0 - 6 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 0.443 ms 0 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-9075 0.406 ms 0 - 2 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.411 ms 0 - 0 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-6690 1.63 ms 0 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-7790 0.313 ms 0 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® Dragonwing™ Q-8750 0.193 ms 0 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA7255P 0.807 ms 0 - 8 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Qualcomm® SA8295P 0.693 ms 0 - 6 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Mobile 0.193 ms 0 - 9 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.17 ms 0 - 8 MB NPU
pose_landmark_detector QNN_CONTEXT_BINARY w8a8 Snapdragon® 7 Gen 4 Mobile 0.313 ms 0 - 6 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