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HRNetFace

Object Detection
PyTorch
real_time
android
Model card Files
xet
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HRNetFace: Optimized for Qualcomm Devices

Detects attributes (liveness, eye closeness, mask presence, glasses presence, sunglasses presence) that apply to a given face.

This is based on the implementation of HRNetFace 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 2.50, ONNX Runtime 1.30.0 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.30.0 Download
QNN_DLC float Universal QAIRT 2.50 Download
QNN_DLC w8a8 Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 Download
TFLITE w8a8 Universal QAIRT 2.50 Download

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

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Input resolution: 256x256
  • Model checkpoint: HR18-COFW.pth
  • Model size (float): 36.87MB
  • Model size (w8a8): 17.7 MB
  • Number of parameters: 9.68M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
HRNetFace ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.323 ms 0 - 95 MB NPU
HRNetFace ONNX float Snapdragon® 8 Elite For Galaxy Mobile 1.609 ms 0 - 97 MB NPU
HRNetFace ONNX float Snapdragon® X2 Elite 1.506 ms 2 - 2 MB NPU
HRNetFace ONNX float Snapdragon® X Elite 2.914 ms 30 - 30 MB NPU
HRNetFace ONNX float Snapdragon® 8 Gen 3 Mobile 2.057 ms 0 - 151 MB NPU
HRNetFace ONNX float Snapdragon® 8 Gen 1 Mobile 4.298 ms 1 - 136 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ IQ-8275 4.801 ms 2 - 6 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.8 ms 0 - 33 MB NPU
HRNetFace ONNX float Qualcomm® QCS8450 4.298 ms 1 - 136 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ IQ-9075 4.466 ms 2 - 5 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ IQ-X7181 2.914 ms 30 - 30 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ Q-8750 1.609 ms 0 - 97 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.583 ms 0 - 115 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.693 ms 0 - 113 MB NPU
HRNetFace ONNX w8a8 Snapdragon® X2 Elite 0.622 ms 1 - 1 MB NPU
HRNetFace ONNX w8a8 Snapdragon® X Elite 1.297 ms 16 - 16 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.884 ms 0 - 158 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.602 ms 0 - 161 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 3.736 ms 0 - 4 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.391 ms 0 - 4 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.308 ms 0 - 18 MB NPU
HRNetFace ONNX w8a8 Qualcomm® QCS8450 1.602 ms 0 - 161 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.522 ms 0 - 3 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.297 ms 16 - 16 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 10.052 ms 0 - 224 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.542 ms 0 - 117 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.693 ms 0 - 113 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.542 ms 0 - 117 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.383 ms 1 - 82 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 1.706 ms 0 - 78 MB NPU
HRNetFace QNN_DLC float Snapdragon® X2 Elite 1.914 ms 1 - 1 MB NPU
HRNetFace QNN_DLC float Snapdragon® X Elite 3.515 ms 1 - 1 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.245 ms 0 - 122 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Gen 1 Mobile 5.208 ms 0 - 106 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 4.909 ms 1 - 5 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.141 ms 1 - 127 MB NPU
HRNetFace QNN_DLC float Qualcomm® QCS8450 5.208 ms 0 - 106 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 4.714 ms 1 - 4 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 3.515 ms 1 - 1 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ Q-8750 1.706 ms 0 - 78 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA7255P 15.415 ms 1 - 75 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA8295P 5.266 ms 1 - 63 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.536 ms 0 - 75 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.662 ms 0 - 77 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® X2 Elite 0.87 ms 0 - 0 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® X Elite 1.55 ms 0 - 0 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.899 ms 0 - 109 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.728 ms 0 - 113 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 4.037 ms 0 - 3 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.385 ms 0 - 3 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.327 ms 0 - 2 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8775P 1.658 ms 0 - 78 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8650P 1.658 ms 0 - 78 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8255P 1.658 ms 0 - 78 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® QCS8450 1.728 ms 0 - 113 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.519 ms 0 - 3 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.55 ms 0 - 0 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 10.595 ms 0 - 191 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.627 ms 0 - 83 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.662 ms 0 - 77 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA7255P 3.24 ms 0 - 75 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8295P 2.079 ms 0 - 73 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.627 ms 0 - 83 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.387 ms 0 - 93 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.727 ms 20 - 114 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Gen 3 Mobile 2.244 ms 0 - 139 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Gen 1 Mobile 5.218 ms 0 - 125 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.923 ms 0 - 36 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.141 ms 0 - 2 MB NPU
HRNetFace TFLITE float Qualcomm® SA8775P 4.928 ms 0 - 93 MB NPU
HRNetFace TFLITE float Qualcomm® SA8650P 4.928 ms 0 - 93 MB NPU
HRNetFace TFLITE float Qualcomm® SA8255P 4.928 ms 0 - 93 MB NPU
HRNetFace TFLITE float Qualcomm® QCS8450 5.218 ms 0 - 125 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.735 ms 0 - 35 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ Q-8750 1.727 ms 20 - 114 MB NPU
HRNetFace TFLITE float Qualcomm® SA8295P 5.297 ms 1 - 74 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.471 ms 0 - 73 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.57 ms 0 - 77 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.744 ms 0 - 111 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.428 ms 0 - 116 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 3.743 ms 0 - 18 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.189 ms 0 - 19 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.09 ms 0 - 110 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® QCS8450 1.428 ms 0 - 116 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.29 ms 0 - 19 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 9.872 ms 0 - 188 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.372 ms 0 - 79 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.57 ms 0 - 77 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® SA7255P 2.893 ms 0 - 75 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® SA8295P 1.822 ms 0 - 72 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.372 ms 0 - 79 MB NPU

License

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

References

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Paper for qualcomm/HRNetFace