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MediaPipe-Pose-Estimation

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MediaPipe-Pose-Estimation: Optimized for Mobile Deployment

Detect and track human face, hand, and torso in real-time images and video streams

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 model is an implementation of MediaPipe-Pose-Estimation found here.

This repository provides scripts to run MediaPipe-Pose-Estimation on Qualcomm® devices. More details on model performance across various devices, can be found here.

Model Details

  • Model Type: Model_use_case.pose_estimation
  • Model Stats:
    • Input resolution: 256x256
    • Number of parameters (PoseDetector): 815K
    • Model size (PoseDetector) (float): 3.14 MB
    • Number of parameters (PoseLandmarkDetector): 3.36M
    • Model size (PoseLandmarkDetector) (float): 12.9 MB
Model Precision Device Chipset Target Runtime Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit Target Model
PoseDetector float QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) TFLITE 5.795 ms 0 - 123 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN_DLC 5.751 ms 0 - 122 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) TFLITE 2.184 ms 0 - 144 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) QNN_DLC 2.191 ms 0 - 146 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) TFLITE 0.856 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN_DLC 0.855 ms 0 - 3 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) ONNX 1.133 ms 0 - 5 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector float QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) TFLITE 1.64 ms 0 - 122 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN_DLC 1.63 ms 0 - 123 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float SA7255P ADP Qualcomm® SA7255P TFLITE 5.795 ms 0 - 123 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float SA7255P ADP Qualcomm® SA7255P QNN_DLC 5.751 ms 0 - 122 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float SA8255 (Proxy) Qualcomm® SA8255P (Proxy) TFLITE 0.849 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN_DLC 0.851 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float SA8295P ADP Qualcomm® SA8295P TFLITE 2.572 ms 0 - 126 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float SA8295P ADP Qualcomm® SA8295P QNN_DLC 2.536 ms 0 - 126 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float SA8650 (Proxy) Qualcomm® SA8650P (Proxy) TFLITE 0.85 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN_DLC 0.854 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float SA8775P ADP Qualcomm® SA8775P TFLITE 1.64 ms 0 - 122 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float SA8775P ADP Qualcomm® SA8775P QNN_DLC 1.63 ms 0 - 123 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile TFLITE 0.632 ms 0 - 145 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN_DLC 0.626 ms 0 - 147 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile ONNX 0.781 ms 0 - 122 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector float Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile TFLITE 0.514 ms 0 - 127 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile QNN_DLC 0.514 ms 0 - 127 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile ONNX 0.648 ms 0 - 102 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector float Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile TFLITE 0.401 ms 0 - 127 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector float Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile QNN_DLC 0.403 ms 0 - 126 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile ONNX 0.593 ms 0 - 102 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector float Snapdragon X Elite CRD Snapdragon® X Elite QNN_DLC 1.011 ms 0 - 0 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector float Snapdragon X Elite CRD Snapdragon® X Elite ONNX 1.048 ms 2 - 2 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector float QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) TFLITE 3.161 ms 0 - 136 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN_DLC 3.165 ms 1 - 130 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) TFLITE 1.178 ms 0 - 175 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) QNN_DLC 1.179 ms 1 - 170 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) TFLITE 0.799 ms 0 - 3 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN_DLC 0.814 ms 1 - 3 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) ONNX 1.142 ms 0 - 9 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector float QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) TFLITE 4.758 ms 0 - 136 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN_DLC 4.749 ms 1 - 131 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float SA7255P ADP Qualcomm® SA7255P TFLITE 3.161 ms 0 - 136 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float SA7255P ADP Qualcomm® SA7255P QNN_DLC 3.165 ms 1 - 130 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float SA8255 (Proxy) Qualcomm® SA8255P (Proxy) TFLITE 0.795 ms 0 - 3 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN_DLC 0.812 ms 1 - 3 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float SA8295P ADP Qualcomm® SA8295P TFLITE 1.416 ms 0 - 140 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float SA8295P ADP Qualcomm® SA8295P QNN_DLC 1.403 ms 0 - 133 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float SA8650 (Proxy) Qualcomm® SA8650P (Proxy) TFLITE 0.821 ms 0 - 3 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN_DLC 0.807 ms 1 - 3 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float SA8775P ADP Qualcomm® SA8775P TFLITE 4.758 ms 0 - 136 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float SA8775P ADP Qualcomm® SA8775P QNN_DLC 4.749 ms 1 - 131 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile TFLITE 0.577 ms 0 - 177 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN_DLC 0.583 ms 1 - 174 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile ONNX 0.794 ms 0 - 151 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector float Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile TFLITE 0.495 ms 0 - 142 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile QNN_DLC 0.495 ms 1 - 133 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile ONNX 0.708 ms 0 - 112 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector float Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile TFLITE 0.426 ms 0 - 140 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector float Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile QNN_DLC 0.423 ms 1 - 137 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile ONNX 0.641 ms 0 - 113 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector float Snapdragon X Elite CRD Snapdragon® X Elite QNN_DLC 1.078 ms 1 - 1 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector float Snapdragon X Elite CRD Snapdragon® X Elite ONNX 1.168 ms 7 - 7 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector w8a8 Dragonwing Q-6690 MTP Qualcomm® Qcm6690 TFLITE 3.207 ms 0 - 125 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 Dragonwing Q-6690 MTP Qualcomm® Qcm6690 QNN_DLC 3.203 ms 0 - 126 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 Dragonwing Q-6690 MTP Qualcomm® Qcm6690 ONNX 10.247 ms 23 - 39 MB CPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector w8a8 Dragonwing RB3 Gen 2 Vision Kit Qualcomm® QCS6490 TFLITE 1.512 ms 0 - 5 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 Dragonwing RB3 Gen 2 Vision Kit Qualcomm® QCS6490 QNN_DLC 1.542 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 Dragonwing RB3 Gen 2 Vision Kit Qualcomm® QCS6490 ONNX 13.892 ms 11 - 15 MB CPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector w8a8 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) TFLITE 1.029 ms 0 - 121 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN_DLC 1.004 ms 0 - 122 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) TFLITE 0.587 ms 0 - 139 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) QNN_DLC 0.57 ms 0 - 144 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) TFLITE 0.316 ms 0 - 3 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN_DLC 0.32 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) ONNX 0.534 ms 0 - 5 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector w8a8 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) TFLITE 0.535 ms 0 - 121 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN_DLC 0.505 ms 0 - 123 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 RB5 (Proxy) Qualcomm® QCS8250 (Proxy) TFLITE 7.1 ms 0 - 9 MB GPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 RB5 (Proxy) Qualcomm® QCS8250 (Proxy) ONNX 8.701 ms 8 - 13 MB CPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector w8a8 SA7255P ADP Qualcomm® SA7255P TFLITE 1.029 ms 0 - 121 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 SA7255P ADP Qualcomm® SA7255P QNN_DLC 1.004 ms 0 - 122 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) TFLITE 0.311 ms 0 - 3 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN_DLC 0.318 ms 0 - 3 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 SA8295P ADP Qualcomm® SA8295P TFLITE 0.95 ms 0 - 128 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 SA8295P ADP Qualcomm® SA8295P QNN_DLC 0.923 ms 0 - 128 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) TFLITE 0.321 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN_DLC 0.316 ms 0 - 3 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 SA8775P ADP Qualcomm® SA8775P TFLITE 0.535 ms 0 - 121 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 SA8775P ADP Qualcomm® SA8775P QNN_DLC 0.505 ms 0 - 123 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile TFLITE 0.229 ms 0 - 141 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN_DLC 0.226 ms 0 - 138 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile ONNX 0.355 ms 0 - 118 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector w8a8 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile TFLITE 0.189 ms 0 - 122 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile QNN_DLC 0.19 ms 0 - 126 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile ONNX 0.29 ms 0 - 105 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector w8a8 Snapdragon 7 Gen 4 QRD Snapdragon® 7 Gen 4 Mobile TFLITE 0.397 ms 0 - 125 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 Snapdragon 7 Gen 4 QRD Snapdragon® 7 Gen 4 Mobile QNN_DLC 0.396 ms 0 - 127 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 Snapdragon 7 Gen 4 QRD Snapdragon® 7 Gen 4 Mobile ONNX 9.47 ms 9 - 25 MB CPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector w8a8 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile TFLITE 0.17 ms 0 - 124 MB NPU MediaPipe-Pose-Estimation.tflite
PoseDetector w8a8 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile QNN_DLC 0.166 ms 0 - 125 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile ONNX 0.284 ms 0 - 104 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseDetector w8a8 Snapdragon X Elite CRD Snapdragon® X Elite QNN_DLC 0.428 ms 0 - 0 MB NPU MediaPipe-Pose-Estimation.dlc
PoseDetector w8a8 Snapdragon X Elite CRD Snapdragon® X Elite ONNX 0.457 ms 0 - 0 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector w8a8 Dragonwing Q-6690 MTP Qualcomm® Qcm6690 TFLITE 1.635 ms 0 - 133 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 Dragonwing Q-6690 MTP Qualcomm® Qcm6690 QNN_DLC 1.603 ms 0 - 134 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 Dragonwing Q-6690 MTP Qualcomm® Qcm6690 ONNX 9.281 ms 9 - 27 MB CPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector w8a8 Dragonwing RB3 Gen 2 Vision Kit Qualcomm® QCS6490 TFLITE 1.119 ms 0 - 9 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 Dragonwing RB3 Gen 2 Vision Kit Qualcomm® QCS6490 QNN_DLC 1.068 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 Dragonwing RB3 Gen 2 Vision Kit Qualcomm® QCS6490 ONNX 19.04 ms 8 - 15 MB CPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector w8a8 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) TFLITE 0.83 ms 0 - 130 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN_DLC 0.795 ms 0 - 131 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) TFLITE 0.455 ms 0 - 156 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) QNN_DLC 0.477 ms 0 - 159 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) TFLITE 0.31 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN_DLC 0.309 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) ONNX 0.55 ms 0 - 7 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector w8a8 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) TFLITE 0.543 ms 0 - 130 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN_DLC 0.516 ms 0 - 132 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 RB5 (Proxy) Qualcomm® QCS8250 (Proxy) TFLITE 5.82 ms 0 - 23 MB GPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 RB5 (Proxy) Qualcomm® QCS8250 (Proxy) ONNX 7.752 ms 6 - 13 MB CPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector w8a8 SA7255P ADP Qualcomm® SA7255P TFLITE 0.83 ms 0 - 130 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 SA7255P ADP Qualcomm® SA7255P QNN_DLC 0.795 ms 0 - 131 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) TFLITE 0.308 ms 0 - 3 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN_DLC 0.307 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 SA8295P ADP Qualcomm® SA8295P TFLITE 0.723 ms 0 - 138 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 SA8295P ADP Qualcomm® SA8295P QNN_DLC 0.718 ms 0 - 138 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) TFLITE 0.31 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN_DLC 0.305 ms 0 - 2 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 SA8775P ADP Qualcomm® SA8775P TFLITE 0.543 ms 0 - 130 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 SA8775P ADP Qualcomm® SA8775P QNN_DLC 0.516 ms 0 - 132 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile TFLITE 0.212 ms 0 - 154 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN_DLC 0.211 ms 0 - 156 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile ONNX 0.365 ms 0 - 138 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector w8a8 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile TFLITE 0.194 ms 0 - 134 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile QNN_DLC 0.19 ms 0 - 136 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile ONNX 0.329 ms 0 - 120 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector w8a8 Snapdragon 7 Gen 4 QRD Snapdragon® 7 Gen 4 Mobile TFLITE 0.322 ms 0 - 134 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 Snapdragon 7 Gen 4 QRD Snapdragon® 7 Gen 4 Mobile QNN_DLC 0.317 ms 0 - 137 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 Snapdragon 7 Gen 4 QRD Snapdragon® 7 Gen 4 Mobile ONNX 8.514 ms 9 - 28 MB CPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector w8a8 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile TFLITE 0.158 ms 0 - 134 MB NPU MediaPipe-Pose-Estimation.tflite
PoseLandmarkDetector w8a8 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile QNN_DLC 0.16 ms 0 - 137 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile ONNX 0.306 ms 0 - 120 MB NPU MediaPipe-Pose-Estimation.onnx.zip
PoseLandmarkDetector w8a8 Snapdragon X Elite CRD Snapdragon® X Elite QNN_DLC 0.44 ms 0 - 0 MB NPU MediaPipe-Pose-Estimation.dlc
PoseLandmarkDetector w8a8 Snapdragon X Elite CRD Snapdragon® X Elite ONNX 0.457 ms 4 - 4 MB NPU MediaPipe-Pose-Estimation.onnx.zip

Installation

Install the package via pip:

pip install qai-hub-models

Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device

Sign-in to Qualcomm® AI Hub Workbench with your Qualcomm® ID. Once signed in navigate to Account -> Settings -> API Token.

With this API token, you can configure your client to run models on the cloud hosted devices.

qai-hub configure --api_token API_TOKEN

Navigate to docs for more information.

Demo off target

The package contains a simple end-to-end demo that downloads pre-trained weights and runs this model on a sample input.

python -m qai_hub_models.models.mediapipe_pose.demo

The above demo runs a reference implementation of pre-processing, model inference, and post processing.

NOTE: If you want running in a Jupyter Notebook or Google Colab like environment, please add the following to your cell (instead of the above).

%run -m qai_hub_models.models.mediapipe_pose.demo

Run model on a cloud-hosted device

In addition to the demo, you can also run the model on a cloud-hosted Qualcomm® device. This script does the following:

  • Performance check on-device on a cloud-hosted device
  • Downloads compiled assets that can be deployed on-device for Android.
  • Accuracy check between PyTorch and on-device outputs.
python -m qai_hub_models.models.mediapipe_pose.export

How does this work?

This export script leverages Qualcomm® AI Hub to optimize, validate, and deploy this model on-device. Lets go through each step below in detail:

Step 1: Compile model for on-device deployment

To compile a PyTorch model for on-device deployment, we first trace the model in memory using the jit.trace and then call the submit_compile_job API.

import torch

import qai_hub as hub
from qai_hub_models.models.mediapipe_pose import Model

# Load the model
torch_model = Model.from_pretrained()

# Device
device = hub.Device("Samsung Galaxy S25")

# Trace model
input_shape = torch_model.get_input_spec()
sample_inputs = torch_model.sample_inputs()

pt_model = torch.jit.trace(torch_model, [torch.tensor(data[0]) for _, data in sample_inputs.items()])

# Compile model on a specific device
compile_job = hub.submit_compile_job(
    model=pt_model,
    device=device,
    input_specs=torch_model.get_input_spec(),
)

# Get target model to run on-device
target_model = compile_job.get_target_model()

Step 2: Performance profiling on cloud-hosted device

After compiling models from step 1. Models can be profiled model on-device using the target_model. Note that this scripts runs the model on a device automatically provisioned in the cloud. Once the job is submitted, you can navigate to a provided job URL to view a variety of on-device performance metrics.

profile_job = hub.submit_profile_job(
    model=target_model,
    device=device,
)

Step 3: Verify on-device accuracy

To verify the accuracy of the model on-device, you can run on-device inference on sample input data on the same cloud hosted device.

input_data = torch_model.sample_inputs()
inference_job = hub.submit_inference_job(
    model=target_model,
    device=device,
    inputs=input_data,
)
    on_device_output = inference_job.download_output_data()

With the output of the model, you can compute like PSNR, relative errors or spot check the output with expected output.

Note: This on-device profiling and inference requires access to Qualcomm® AI Hub Workbench. Sign up for access.

Deploying compiled model to Android

The models can be deployed using multiple runtimes:

  • TensorFlow Lite (.tflite export): This tutorial provides a guide to deploy the .tflite model in an Android application.

  • QNN (.so export ): This sample app provides instructions on how to use the .so shared library in an Android application.

View on Qualcomm® AI Hub

Get more details on MediaPipe-Pose-Estimation's performance across various devices here. Explore all available models on Qualcomm® AI Hub

License

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

References

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