Hugging Face's logo

qualcomm
/
Person-Foot-Detection

Object Detection
PyTorch
real_time
bu_iot
android
Model card Files
xet
 Community

Person-Foot-Detection: Optimized for Qualcomm Devices

Real-time multiple person detection with accurate feet localization optimized for mobile and edge.

This is based on the implementation of Person-Foot-Detection 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 w8a16 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 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 Person-Foot-Detection 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 Person-Foot-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Inference latency: RealTime
  • Input resolution: 640x480
  • Number of output classes: 2
  • Number of parameters: 2.53M
  • Model size (float): 9.69 MB
  • Model size (w8a8): 2.62 MB
  • Model size (w8a16): 2.90 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Person-Foot-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.331 ms 0 - 160 MB NPU
Person-Foot-Detection ONNX float Snapdragon® 8 Elite Mobile 2.807 ms 0 - 151 MB NPU
Person-Foot-Detection ONNX float Snapdragon® X2 Elite 2.565 ms 19 - 19 MB NPU
Person-Foot-Detection ONNX float Snapdragon® X Elite 4.83 ms 17 - 17 MB NPU
Person-Foot-Detection ONNX float Snapdragon® X Elite 4.83 ms 17 - 17 MB NPU
Person-Foot-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.302 ms 0 - 189 MB NPU
Person-Foot-Detection ONNX float Qualcomm® QCS8550 (Proxy) 4.597 ms 17 - 32 MB NPU
Person-Foot-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 2.807 ms 0 - 151 MB NPU
Person-Foot-Detection ONNX float Qualcomm® QCS9075 7.54 ms 19 - 22 MB NPU
Person-Foot-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.417 ms 0 - 173 MB NPU
Person-Foot-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.357 ms 0 - 168 MB NPU
Person-Foot-Detection ONNX w8a16 Snapdragon® X2 Elite 2.656 ms 7 - 7 MB NPU
Person-Foot-Detection ONNX w8a16 Snapdragon® X Elite 4.276 ms 10 - 10 MB NPU
Person-Foot-Detection ONNX w8a16 Snapdragon® X Elite 4.276 ms 10 - 10 MB NPU
Person-Foot-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.761 ms 0 - 197 MB NPU
Person-Foot-Detection ONNX w8a16 Qualcomm® QCS6490 523.876 ms 92 - 97 MB CPU
Person-Foot-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 3.92 ms 9 - 13 MB NPU
Person-Foot-Detection ONNX w8a16 Qualcomm® QCM6690 286.139 ms 99 - 106 MB CPU
Person-Foot-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 273.124 ms 93 - 102 MB CPU
Person-Foot-Detection ONNX w8a16 Qualcomm® QCS9075 4.993 ms 10 - 12 MB NPU
Person-Foot-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.357 ms 0 - 168 MB NPU
Person-Foot-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 273.124 ms 93 - 102 MB CPU
Person-Foot-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.673 ms 0 - 161 MB NPU
Person-Foot-Detection ONNX w8a8 Snapdragon® 8 Elite Mobile 0.793 ms 0 - 43 MB NPU
Person-Foot-Detection ONNX w8a8 Snapdragon® X2 Elite 0.753 ms 5 - 5 MB NPU
Person-Foot-Detection ONNX w8a8 Snapdragon® X Elite 1.619 ms 8 - 8 MB NPU
Person-Foot-Detection ONNX w8a8 Snapdragon® X Elite 1.619 ms 8 - 8 MB NPU
Person-Foot-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.951 ms 0 - 69 MB NPU
Person-Foot-Detection ONNX w8a8 Qualcomm® QCS6490 77.227 ms 50 - 58 MB CPU
Person-Foot-Detection ONNX w8a8 Qualcomm® QCS8550 (Proxy) 1.381 ms 0 - 82 MB NPU
Person-Foot-Detection ONNX w8a8 Qualcomm® QCS9075 1.778 ms 0 - 3 MB NPU
Person-Foot-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 58.266 ms 56 - 67 MB CPU
Person-Foot-Detection ONNX w8a8 Qualcomm® QCM6690 75.803 ms 51 - 59 MB CPU
Person-Foot-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.793 ms 0 - 43 MB NPU
Person-Foot-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 58.266 ms 56 - 67 MB CPU
Person-Foot-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.379 ms 3 - 166 MB NPU
Person-Foot-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.516 ms 0 - 161 MB NPU
Person-Foot-Detection QNN_DLC float Snapdragon® X2 Elite 3.09 ms 4 - 4 MB NPU
Person-Foot-Detection QNN_DLC float Snapdragon® X Elite 4.815 ms 4 - 4 MB NPU
Person-Foot-Detection QNN_DLC float Snapdragon® X Elite 4.815 ms 4 - 4 MB NPU
Person-Foot-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.212 ms 0 - 179 MB NPU
Person-Foot-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 4.495 ms 4 - 101 MB NPU
Person-Foot-Detection QNN_DLC float Qualcomm® SA8775P 7.205 ms 0 - 155 MB NPU
Person-Foot-Detection QNN_DLC float Qualcomm® SA8775P 7.205 ms 0 - 155 MB NPU
Person-Foot-Detection QNN_DLC float Qualcomm® SA8775P 7.205 ms 0 - 155 MB NPU
Person-Foot-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 10.855 ms 2 - 187 MB NPU
Person-Foot-Detection QNN_DLC float Qualcomm® SA7255P 22.482 ms 0 - 151 MB NPU
Person-Foot-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.516 ms 0 - 161 MB NPU
Person-Foot-Detection QNN_DLC float Qualcomm® SA8295P 8.007 ms 0 - 156 MB NPU
Person-Foot-Detection QNN_DLC float Qualcomm® QCS9075 8.313 ms 6 - 16 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.911 ms 1 - 166 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.985 ms 2 - 165 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.598 ms 2 - 2 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.661 ms 2 - 2 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Snapdragon® X Elite 3.661 ms 2 - 2 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.173 ms 2 - 183 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Qualcomm® QCS6490 12.96 ms 1 - 7 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 3.281 ms 2 - 61 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.792 ms 2 - 163 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.792 ms 2 - 163 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Qualcomm® SA8775P 3.792 ms 2 - 163 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Qualcomm® QCM6690 36.79 ms 2 - 160 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 5.513 ms 2 - 181 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.831 ms 2 - 159 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Qualcomm® QCS9075 4.126 ms 1 - 7 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Qualcomm® SA7255P 8.108 ms 2 - 158 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.985 ms 2 - 165 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Qualcomm® SA8295P 5.161 ms 2 - 157 MB NPU
Person-Foot-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.831 ms 2 - 159 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.512 ms 1 - 156 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.643 ms 1 - 152 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.762 ms 1 - 1 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.351 ms 1 - 1 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Snapdragon® X Elite 1.351 ms 1 - 1 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.785 ms 1 - 55 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Qualcomm® QCS6490 5.428 ms 1 - 5 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 1.175 ms 1 - 63 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.513 ms 1 - 41 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.513 ms 1 - 41 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Qualcomm® SA8775P 1.513 ms 1 - 41 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Qualcomm® QCS9075 1.369 ms 1 - 5 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 1.492 ms 1 - 55 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.813 ms 1 - 153 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Qualcomm® QCM6690 14.719 ms 1 - 150 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.643 ms 1 - 152 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Qualcomm® SA7255P 3.537 ms 1 - 39 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Qualcomm® SA8295P 2.211 ms 0 - 37 MB NPU
Person-Foot-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.813 ms 1 - 153 MB NPU
Person-Foot-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.258 ms 0 - 159 MB NPU
Person-Foot-Detection TFLITE float Snapdragon® 8 Elite Mobile 2.736 ms 0 - 159 MB NPU
Person-Foot-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 3.033 ms 0 - 181 MB NPU
Person-Foot-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 4.291 ms 5 - 7 MB NPU
Person-Foot-Detection TFLITE float Qualcomm® SA8775P 6.993 ms 5 - 161 MB NPU
Person-Foot-Detection TFLITE float Qualcomm® SA8775P 6.993 ms 5 - 161 MB NPU
Person-Foot-Detection TFLITE float Qualcomm® SA8775P 6.993 ms 5 - 161 MB NPU
Person-Foot-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 8.721 ms 5 - 184 MB NPU
Person-Foot-Detection TFLITE float Qualcomm® SA7255P 22.062 ms 5 - 157 MB NPU
Person-Foot-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 2.736 ms 0 - 159 MB NPU
Person-Foot-Detection TFLITE float Qualcomm® SA8295P 8.794 ms 5 - 159 MB NPU
Person-Foot-Detection TFLITE float Qualcomm® QCS9075 7.53 ms 3 - 19 MB NPU
Person-Foot-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.514 ms 0 - 154 MB NPU
Person-Foot-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.646 ms 0 - 151 MB NPU
Person-Foot-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.787 ms 0 - 52 MB NPU
Person-Foot-Detection TFLITE w8a8 Qualcomm® QCS6490 4.944 ms 1 - 8 MB NPU
Person-Foot-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.151 ms 0 - 2 MB NPU
Person-Foot-Detection TFLITE w8a8 Qualcomm® SA8775P 1.581 ms 0 - 39 MB NPU
Person-Foot-Detection TFLITE w8a8 Qualcomm® SA8775P 1.581 ms 0 - 39 MB NPU
Person-Foot-Detection TFLITE w8a8 Qualcomm® SA8775P 1.581 ms 0 - 39 MB NPU
Person-Foot-Detection TFLITE w8a8 Qualcomm® QCS9075 1.374 ms 0 - 7 MB NPU
Person-Foot-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.495 ms 0 - 53 MB NPU
Person-Foot-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.814 ms 0 - 150 MB NPU
Person-Foot-Detection TFLITE w8a8 Qualcomm® QCM6690 14.66 ms 1 - 150 MB NPU
Person-Foot-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.646 ms 0 - 151 MB NPU
Person-Foot-Detection TFLITE w8a8 Qualcomm® SA7255P 3.562 ms 1 - 38 MB NPU
Person-Foot-Detection TFLITE w8a8 Qualcomm® SA8295P 2.244 ms 0 - 36 MB NPU
Person-Foot-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.814 ms 0 - 150 MB NPU

License

  • The license for the original implementation of Person-Foot-Detection can be found here.

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Object Detection
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support