Hugging Face's logo

qualcomm
/
Posenet-Mobilenet

Keypoint Detection
PyTorch
android
Model card Files
xet
 Community

Posenet-Mobilenet: Optimized for Qualcomm Devices

Posenet performs pose estimation on human images.

This is based on the implementation of Posenet-Mobilenet 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 2.42, ONNX Runtime 1.24.3 Download
ONNX w8a8 Universal QAIRT 2.42, ONNX Runtime 1.24.3 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a16_mixed_int16 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 Posenet-Mobilenet 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 Posenet-Mobilenet on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.pose_estimation

Model Stats:

  • Model checkpoint: mobilenet_v1_101
  • Input resolution: 513x257
  • Number of parameters: 3.31M
  • Model size (float): 12.7 MB
  • Model size (w8a8): 12.7 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Posenet-Mobilenet ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.709 ms 0 - 35 MB NPU
Posenet-Mobilenet ONNX float Snapdragon® 8 Elite Mobile 0.898 ms 0 - 35 MB NPU
Posenet-Mobilenet ONNX float Snapdragon® X2 Elite 0.892 ms 6 - 6 MB NPU
Posenet-Mobilenet ONNX float Snapdragon® X Elite 1.889 ms 6 - 6 MB NPU
Posenet-Mobilenet ONNX float Snapdragon® X Elite 1.889 ms 6 - 6 MB NPU
Posenet-Mobilenet ONNX float Snapdragon® 8 Gen 3 Mobile 1.124 ms 0 - 53 MB NPU
Posenet-Mobilenet ONNX float Qualcomm® QCS8550 (Proxy) 1.658 ms 0 - 8 MB NPU
Posenet-Mobilenet ONNX float Qualcomm® QCS9075 2.88 ms 1 - 4 MB NPU
Posenet-Mobilenet ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.898 ms 0 - 35 MB NPU
Posenet-Mobilenet ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.271 ms 0 - 38 MB CPU
Posenet-Mobilenet ONNX w8a8 Snapdragon® 8 Elite Mobile 0.346 ms 0 - 34 MB CPU
Posenet-Mobilenet ONNX w8a8 Snapdragon® X2 Elite 0.287 ms 5 - 5 MB CPU
Posenet-Mobilenet ONNX w8a8 Snapdragon® X Elite 0.713 ms 3 - 3 MB CPU
Posenet-Mobilenet ONNX w8a8 Snapdragon® X Elite 0.713 ms 3 - 3 MB CPU
Posenet-Mobilenet ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.404 ms 0 - 50 MB CPU
Posenet-Mobilenet ONNX w8a8 Qualcomm® QCS8550 (Proxy) 0.591 ms 0 - 2 MB CPU
Posenet-Mobilenet ONNX w8a8 Qualcomm® QCS9075 0.811 ms 0 - 3 MB CPU
Posenet-Mobilenet ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.346 ms 0 - 34 MB CPU
Posenet-Mobilenet QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.597 ms 1 - 32 MB NPU
Posenet-Mobilenet QNN_DLC float Snapdragon® 8 Elite Mobile 0.772 ms 0 - 27 MB NPU
Posenet-Mobilenet QNN_DLC float Snapdragon® X2 Elite 0.893 ms 2 - 2 MB NPU
Posenet-Mobilenet QNN_DLC float Snapdragon® X Elite 1.491 ms 2 - 2 MB NPU
Posenet-Mobilenet QNN_DLC float Snapdragon® X Elite 1.491 ms 2 - 2 MB NPU
Posenet-Mobilenet QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.944 ms 0 - 46 MB NPU
Posenet-Mobilenet QNN_DLC float Qualcomm® QCS8275 (Proxy) 7.736 ms 1 - 29 MB NPU
Posenet-Mobilenet QNN_DLC float Qualcomm® QCS8550 (Proxy) 1.31 ms 2 - 3 MB NPU
Posenet-Mobilenet QNN_DLC float Qualcomm® SA8775P 2.282 ms 1 - 30 MB NPU
Posenet-Mobilenet QNN_DLC float Qualcomm® SA8775P 2.282 ms 1 - 30 MB NPU
Posenet-Mobilenet QNN_DLC float Qualcomm® SA8775P 2.282 ms 1 - 30 MB NPU
Posenet-Mobilenet QNN_DLC float Qualcomm® QCS9075 2.179 ms 2 - 5 MB NPU
Posenet-Mobilenet QNN_DLC float Qualcomm® QCS8450 (Proxy) 2.293 ms 2 - 49 MB NPU
Posenet-Mobilenet QNN_DLC float Qualcomm® SA7255P 7.736 ms 1 - 29 MB NPU
Posenet-Mobilenet QNN_DLC float Qualcomm® SA8295P 2.788 ms 0 - 27 MB NPU
Posenet-Mobilenet QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.772 ms 0 - 27 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 0.503 ms 1 - 42 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Mobile 0.644 ms 0 - 36 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Snapdragon® X2 Elite 0.825 ms 1 - 1 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Snapdragon® X Elite 1.357 ms 1 - 1 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Snapdragon® X Elite 1.357 ms 1 - 1 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 0.822 ms 1 - 54 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Qualcomm® QCS8275 (Proxy) 3.316 ms 1 - 37 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Qualcomm® QCS8550 (Proxy) 1.181 ms 1 - 2 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Qualcomm® SA8775P 1.456 ms 1 - 39 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Qualcomm® SA8775P 1.456 ms 1 - 39 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Qualcomm® SA8775P 1.456 ms 1 - 39 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Qualcomm® QCS9075 1.559 ms 1 - 3 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Qualcomm® QCM6690 13.591 ms 1 - 153 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Qualcomm® SA7255P 3.316 ms 1 - 37 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 0.644 ms 0 - 36 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 1.604 ms 1 - 151 MB NPU
Posenet-Mobilenet QNN_DLC w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 1.604 ms 1 - 151 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.27 ms 0 - 39 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.327 ms 0 - 35 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Snapdragon® X2 Elite 0.439 ms 0 - 0 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Snapdragon® X Elite 0.779 ms 0 - 0 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Snapdragon® X Elite 0.779 ms 0 - 0 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.408 ms 0 - 50 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Qualcomm® QCS6490 2.248 ms 0 - 2 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 0.612 ms 0 - 2 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Qualcomm® SA8775P 0.842 ms 0 - 38 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Qualcomm® SA8775P 0.842 ms 0 - 38 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Qualcomm® SA8775P 0.842 ms 0 - 38 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Qualcomm® QCS9075 0.771 ms 2 - 4 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Qualcomm® QCM6690 5.849 ms 0 - 153 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 0.89 ms 0 - 53 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Qualcomm® SA8295P 1.229 ms 0 - 34 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.327 ms 0 - 35 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.724 ms 0 - 35 MB NPU
Posenet-Mobilenet QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.724 ms 0 - 35 MB NPU
Posenet-Mobilenet TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.599 ms 0 - 37 MB NPU
Posenet-Mobilenet TFLITE float Snapdragon® 8 Elite Mobile 0.781 ms 0 - 33 MB NPU
Posenet-Mobilenet TFLITE float Snapdragon® 8 Gen 3 Mobile 0.949 ms 0 - 52 MB NPU
Posenet-Mobilenet TFLITE float Qualcomm® QCS8275 (Proxy) 7.783 ms 0 - 34 MB NPU
Posenet-Mobilenet TFLITE float Qualcomm® QCS8550 (Proxy) 1.317 ms 0 - 2 MB NPU
Posenet-Mobilenet TFLITE float Qualcomm® SA8775P 2.316 ms 0 - 35 MB NPU
Posenet-Mobilenet TFLITE float Qualcomm® SA8775P 2.316 ms 0 - 35 MB NPU
Posenet-Mobilenet TFLITE float Qualcomm® SA8775P 2.316 ms 0 - 35 MB NPU
Posenet-Mobilenet TFLITE float Qualcomm® QCS9075 2.209 ms 0 - 11 MB NPU
Posenet-Mobilenet TFLITE float Qualcomm® QCS8450 (Proxy) 2.312 ms 0 - 51 MB NPU
Posenet-Mobilenet TFLITE float Qualcomm® SA7255P 7.783 ms 0 - 34 MB NPU
Posenet-Mobilenet TFLITE float Qualcomm® SA8295P 2.807 ms 0 - 28 MB NPU
Posenet-Mobilenet TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.781 ms 0 - 33 MB NPU
Posenet-Mobilenet TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.334 ms 0 - 40 MB NPU
Posenet-Mobilenet TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.401 ms 0 - 35 MB NPU
Posenet-Mobilenet TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.552 ms 0 - 51 MB NPU
Posenet-Mobilenet TFLITE w8a8 Qualcomm® QCS6490 2.621 ms 0 - 7 MB NPU
Posenet-Mobilenet TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 1.993 ms 0 - 36 MB NPU
Posenet-Mobilenet TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 0.841 ms 0 - 81 MB NPU
Posenet-Mobilenet TFLITE w8a8 Qualcomm® SA8775P 1.098 ms 0 - 38 MB NPU
Posenet-Mobilenet TFLITE w8a8 Qualcomm® SA8775P 1.098 ms 0 - 38 MB NPU
Posenet-Mobilenet TFLITE w8a8 Qualcomm® SA8775P 1.098 ms 0 - 38 MB NPU
Posenet-Mobilenet TFLITE w8a8 Qualcomm® QCS9075 0.991 ms 0 - 6 MB NPU
Posenet-Mobilenet TFLITE w8a8 Qualcomm® QCM6690 6.41 ms 0 - 165 MB NPU
Posenet-Mobilenet TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.132 ms 0 - 53 MB NPU
Posenet-Mobilenet TFLITE w8a8 Qualcomm® SA7255P 1.993 ms 0 - 36 MB NPU
Posenet-Mobilenet TFLITE w8a8 Qualcomm® SA8295P 1.463 ms 0 - 34 MB NPU
Posenet-Mobilenet TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.401 ms 0 - 35 MB NPU
Posenet-Mobilenet TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.928 ms 0 - 35 MB NPU
Posenet-Mobilenet TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.928 ms 0 - 35 MB NPU

License

  • The license for the original implementation of Posenet-Mobilenet 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/Posenet-Mobilenet