You can deploy this model and start earning money today!

qualcomm/
HRNetPose

Name: HRNetPose
Rating: 2.5 (191 reviews)

Views

No views yet

HRNetPose: Optimized for Qualcomm Devices

HRNet performs pose estimation in high-resolution representations.

This is based on the implementation of HRNetPose 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
ONNX	float	Universal	QAIRT 2.45, ONNX Runtime 1.27.1	Download
ONNX	w8a16	Universal	QAIRT 2.45, ONNX Runtime 1.27.1	Download
ONNX	w8a8	Universal	QAIRT 2.45, ONNX Runtime 1.27.1	Download
QNN_DLC	float	Universal	QAIRT 2.45	Download
QNN_DLC	w8a16	Universal	QAIRT 2.45	Download
QNN_DLC	w8a8	Universal	QAIRT 2.45	Download
TFLITE	float	Universal	QAIRT 2.45	Download
TFLITE	w8a8	Universal	QAIRT 2.45	Download

For more device-specific assets and performance metrics, visit HRNetPose 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 HRNetPose on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.pose_estimation

Model Stats:

Input resolution: 256x192
Model checkpoint: hrnet_posenet_FP32_state_dict
Model size (float): 109 MB
Model size (w8a8): 28.1 MB
Number of parameters: 28.5M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
HRNetPose	ONNX	float	Snapdragon® X2 Elite	1.333 ms	2 - 2 MB	NPU
HRNetPose	ONNX	float	Snapdragon® X Elite	2.412 ms	56 - 56 MB	NPU
HRNetPose	ONNX	float	Snapdragon® 8 Gen 3 Mobile	1.857 ms	0 - 144 MB	NPU
HRNetPose	ONNX	float	Snapdragon® 8 Gen 1 Mobile	4.316 ms	1 - 134 MB	NPU
HRNetPose	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	4.316 ms	0 - 5 MB	NPU
HRNetPose	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	2.439 ms	0 - 58 MB	NPU
HRNetPose	ONNX	float	Qualcomm® QCS8450	4.316 ms	1 - 134 MB	NPU
HRNetPose	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	3.881 ms	0 - 4 MB	NPU
HRNetPose	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	2.412 ms	56 - 56 MB	NPU
HRNetPose	ONNX	float	Qualcomm® Dragonwing™ Q-8750	1.454 ms	0 - 90 MB	NPU
HRNetPose	ONNX	float	Snapdragon® 8 Elite Mobile	1.454 ms	0 - 90 MB	NPU
HRNetPose	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	1.251 ms	0 - 89 MB	NPU
HRNetPose	ONNX	w8a16	Snapdragon® X2 Elite	1.405 ms	1 - 1 MB	NPU
HRNetPose	ONNX	w8a16	Snapdragon® X Elite	1.747 ms	29 - 29 MB	NPU
HRNetPose	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	1.239 ms	0 - 200 MB	NPU
HRNetPose	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	2.463 ms	0 - 201 MB	NPU
HRNetPose	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	8.071 ms	0 - 3 MB	NPU
HRNetPose	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	1.93 ms	0 - 4 MB	NPU
HRNetPose	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.721 ms	0 - 34 MB	NPU
HRNetPose	ONNX	w8a16	Qualcomm® QCS8450	2.463 ms	0 - 201 MB	NPU
HRNetPose	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	1.918 ms	0 - 3 MB	NPU
HRNetPose	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	1.747 ms	29 - 29 MB	NPU
HRNetPose	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	22.585 ms	1 - 250 MB	NPU
HRNetPose	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	2.302 ms	0 - 135 MB	NPU
HRNetPose	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	0.972 ms	0 - 133 MB	NPU
HRNetPose	ONNX	w8a16	Snapdragon® 8 Elite Mobile	0.972 ms	0 - 133 MB	NPU
HRNetPose	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	0.812 ms	0 - 133 MB	NPU
HRNetPose	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	2.302 ms	0 - 135 MB	NPU
HRNetPose	ONNX	w8a8	Snapdragon® X2 Elite	0.562 ms	1 - 1 MB	NPU
HRNetPose	ONNX	w8a8	Snapdragon® X Elite	1.123 ms	28 - 28 MB	NPU
HRNetPose	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.854 ms	0 - 184 MB	NPU
HRNetPose	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	1.765 ms	0 - 188 MB	NPU
HRNetPose	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	4.799 ms	0 - 3 MB	NPU
HRNetPose	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.351 ms	0 - 4 MB	NPU
HRNetPose	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.138 ms	0 - 31 MB	NPU
HRNetPose	ONNX	w8a8	Qualcomm® QCS8450	1.765 ms	0 - 188 MB	NPU
HRNetPose	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	1.385 ms	0 - 3 MB	NPU
HRNetPose	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	1.123 ms	28 - 28 MB	NPU
HRNetPose	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	10.441 ms	0 - 238 MB	NPU
HRNetPose	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	1.506 ms	0 - 124 MB	NPU
HRNetPose	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.717 ms	0 - 126 MB	NPU
HRNetPose	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.717 ms	0 - 126 MB	NPU
HRNetPose	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.64 ms	0 - 125 MB	NPU
HRNetPose	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	1.506 ms	0 - 124 MB	NPU
HRNetPose	QNN_DLC	float	Snapdragon® X2 Elite	1.629 ms	1 - 1 MB	NPU
HRNetPose	QNN_DLC	float	Snapdragon® X Elite	2.973 ms	1 - 1 MB	NPU
HRNetPose	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	1.992 ms	0 - 114 MB	NPU
HRNetPose	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	5.026 ms	0 - 104 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	4.392 ms	1 - 4 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	14.165 ms	1 - 73 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	2.731 ms	1 - 2 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® SA8775P	4.289 ms	1 - 75 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® SA8650P	4.289 ms	1 - 75 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® SA8255P	4.289 ms	1 - 75 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® QCS8450	5.026 ms	0 - 104 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	4.067 ms	1 - 3 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	2.973 ms	1 - 1 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	1.566 ms	0 - 72 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® SA7255P	14.165 ms	1 - 73 MB	NPU
HRNetPose	QNN_DLC	float	Qualcomm® SA8295P	4.594 ms	1 - 67 MB	NPU
HRNetPose	QNN_DLC	float	Snapdragon® 8 Elite Mobile	1.566 ms	0 - 72 MB	NPU
HRNetPose	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	1.291 ms	1 - 78 MB	NPU
HRNetPose	QNN_DLC	w8a16	Snapdragon® X2 Elite	1.709 ms	0 - 0 MB	NPU
HRNetPose	QNN_DLC	w8a16	Snapdragon® X Elite	2.096 ms	0 - 0 MB	NPU
HRNetPose	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	1.381 ms	0 - 144 MB	NPU
HRNetPose	QNN_DLC	w8a16	Snapdragon® 8 Gen 1 Mobile	2.733 ms	0 - 147 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS6490	8.519 ms	2 - 4 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	2.073 ms	0 - 3 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	5.132 ms	0 - 100 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.881 ms	0 - 2 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® SA8775P	2.233 ms	0 - 103 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® SA8650P	2.233 ms	0 - 103 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® SA8255P	2.233 ms	0 - 103 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® QCS8450	2.733 ms	0 - 147 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	2.082 ms	0 - 2 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	2.096 ms	0 - 0 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	20.518 ms	0 - 217 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	2.536 ms	0 - 104 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	0.998 ms	0 - 101 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® SA7255P	5.132 ms	0 - 100 MB	NPU
HRNetPose	QNN_DLC	w8a16	Qualcomm® SA8295P	3.064 ms	0 - 98 MB	NPU
HRNetPose	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	0.998 ms	0 - 101 MB	NPU
HRNetPose	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	0.838 ms	0 - 102 MB	NPU
HRNetPose	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	2.536 ms	0 - 104 MB	NPU
HRNetPose	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.693 ms	0 - 0 MB	NPU
HRNetPose	QNN_DLC	w8a8	Snapdragon® X Elite	1.266 ms	0 - 0 MB	NPU
HRNetPose	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.829 ms	0 - 133 MB	NPU
HRNetPose	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	1.749 ms	0 - 135 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	5.378 ms	0 - 2 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.276 ms	0 - 3 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	2.864 ms	0 - 90 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.132 ms	0 - 12 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® SA8775P	1.493 ms	0 - 90 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® SA8650P	1.493 ms	0 - 90 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® SA8255P	1.493 ms	0 - 90 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® QCS8450	1.749 ms	0 - 135 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	1.328 ms	0 - 2 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	1.266 ms	0 - 0 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	10.251 ms	0 - 213 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	1.512 ms	0 - 89 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.642 ms	0 - 94 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® SA7255P	2.864 ms	0 - 90 MB	NPU
HRNetPose	QNN_DLC	w8a8	Qualcomm® SA8295P	1.973 ms	0 - 88 MB	NPU
HRNetPose	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.642 ms	0 - 94 MB	NPU
HRNetPose	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.57 ms	0 - 94 MB	NPU
HRNetPose	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	1.512 ms	0 - 89 MB	NPU
HRNetPose	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	1.987 ms	0 - 180 MB	NPU
HRNetPose	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	5.022 ms	0 - 175 MB	NPU
HRNetPose	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	4.374 ms	0 - 59 MB	NPU
HRNetPose	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	14.142 ms	0 - 112 MB	NPU
HRNetPose	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	2.733 ms	0 - 2 MB	NPU
HRNetPose	TFLITE	float	Qualcomm® SA8775P	4.357 ms	0 - 114 MB	NPU
HRNetPose	TFLITE	float	Qualcomm® SA8650P	4.357 ms	0 - 114 MB	NPU
HRNetPose	TFLITE	float	Qualcomm® SA8255P	4.357 ms	0 - 114 MB	NPU
HRNetPose	TFLITE	float	Qualcomm® QCS8450	5.022 ms	0 - 175 MB	NPU
HRNetPose	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	4.096 ms	0 - 58 MB	NPU
HRNetPose	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	1.551 ms	0 - 114 MB	NPU
HRNetPose	TFLITE	float	Qualcomm® SA7255P	14.142 ms	0 - 112 MB	NPU
HRNetPose	TFLITE	float	Qualcomm® SA8295P	4.618 ms	0 - 103 MB	NPU
HRNetPose	TFLITE	float	Snapdragon® 8 Elite Mobile	1.551 ms	0 - 114 MB	NPU
HRNetPose	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	1.3 ms	0 - 109 MB	NPU
HRNetPose	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.716 ms	0 - 143 MB	NPU
HRNetPose	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	1.533 ms	0 - 142 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	5.172 ms	0 - 30 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.143 ms	0 - 31 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	2.598 ms	0 - 86 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.959 ms	0 - 2 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® SA8775P	1.367 ms	0 - 89 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® SA8650P	1.367 ms	0 - 89 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® SA8255P	1.367 ms	0 - 89 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® QCS8450	1.533 ms	0 - 142 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	1.153 ms	0 - 30 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	9.636 ms	0 - 204 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	1.356 ms	0 - 85 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.599 ms	0 - 90 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® SA7255P	2.598 ms	0 - 86 MB	NPU
HRNetPose	TFLITE	w8a8	Qualcomm® SA8295P	1.787 ms	0 - 85 MB	NPU
HRNetPose	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.599 ms	0 - 90 MB	NPU
HRNetPose	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.52 ms	0 - 90 MB	NPU
HRNetPose	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	1.356 ms	0 - 85 MB	NPU

License

The license for the original implementation of HRNetPose can be found here.

References

Community

Join our AI Hub Slack community to collaborate, post questions and learn more about on-device AI.
For questions or feedback please reach out to us.

qualcomm/HRNetPose