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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 2.45, 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 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 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® X2 Elite 1.548 ms 2 - 2 MB NPU
HRNetFace ONNX float Snapdragon® X Elite 3.122 ms 31 - 31 MB NPU
HRNetFace ONNX float Snapdragon® 8 Gen 3 Mobile 2.148 ms 0 - 151 MB NPU
HRNetFace ONNX float Snapdragon® 8 Gen 1 Mobile 4.547 ms 1 - 135 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ IQ-8275 4.881 ms 2 - 5 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.987 ms 0 - 34 MB NPU
HRNetFace ONNX float Qualcomm® QCS8450 4.547 ms 1 - 135 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ IQ-9075 4.612 ms 2 - 4 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ IQ-X7181 3.122 ms 31 - 31 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ Q-8750 1.65 ms 0 - 94 MB NPU
HRNetFace ONNX float Snapdragon® 8 Elite Mobile 1.65 ms 0 - 94 MB NPU
HRNetFace ONNX float Snapdragon® 8 Elite Gen 5 Mobile 1.344 ms 1 - 96 MB NPU
HRNetFace ONNX w8a8 Snapdragon® X2 Elite 0.664 ms 1 - 1 MB NPU
HRNetFace ONNX w8a8 Snapdragon® X Elite 1.326 ms 16 - 16 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.877 ms 0 - 155 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.748 ms 0 - 159 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 5.093 ms 0 - 3 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.396 ms 0 - 4 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.291 ms 0 - 18 MB NPU
HRNetFace ONNX w8a8 Qualcomm® QCS8450 1.748 ms 0 - 159 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.511 ms 0 - 3 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.326 ms 16 - 16 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 10.047 ms 0 - 233 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.612 ms 0 - 114 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.705 ms 0 - 107 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Elite Mobile 0.705 ms 0 - 107 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.587 ms 0 - 109 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.612 ms 0 - 114 MB NPU
HRNetFace QNN_DLC float Snapdragon® X2 Elite 1.945 ms 1 - 1 MB NPU
HRNetFace QNN_DLC float Snapdragon® X Elite 3.742 ms 1 - 1 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.331 ms 0 - 121 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Gen 1 Mobile 5.484 ms 0 - 104 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 4.963 ms 1 - 4 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.272 ms 1 - 142 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA8775P 5.105 ms 1 - 79 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA8650P 5.105 ms 1 - 79 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA8255P 5.105 ms 1 - 79 MB NPU
HRNetFace QNN_DLC float Qualcomm® QCS8450 5.484 ms 0 - 104 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 4.839 ms 1 - 4 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 3.742 ms 1 - 1 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ Q-8750 1.756 ms 0 - 76 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA7255P 15.434 ms 1 - 75 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA8295P 5.664 ms 1 - 63 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Elite Mobile 1.756 ms 0 - 76 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.411 ms 1 - 79 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® X2 Elite 0.89 ms 0 - 0 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® X Elite 1.548 ms 0 - 0 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.892 ms 0 - 110 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.858 ms 0 - 109 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 5.73 ms 2 - 4 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.394 ms 0 - 3 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.327 ms 0 - 105 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8775P 1.694 ms 0 - 72 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8650P 1.694 ms 0 - 72 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8255P 1.694 ms 0 - 72 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® QCS8450 1.858 ms 0 - 109 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.533 ms 0 - 2 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.548 ms 0 - 0 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 10.633 ms 0 - 199 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.623 ms 0 - 79 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.687 ms 0 - 73 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA7255P 3.248 ms 0 - 71 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8295P 2.201 ms 0 - 69 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.687 ms 0 - 73 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.545 ms 0 - 74 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.623 ms 0 - 79 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Gen 3 Mobile 2.335 ms 0 - 137 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Gen 1 Mobile 5.491 ms 0 - 125 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ IQ-8275 5.011 ms 0 - 35 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.313 ms 0 - 3 MB NPU
HRNetFace TFLITE float Qualcomm® SA8775P 5.144 ms 0 - 91 MB NPU
HRNetFace TFLITE float Qualcomm® SA8650P 5.144 ms 0 - 91 MB NPU
HRNetFace TFLITE float Qualcomm® SA8255P 5.144 ms 0 - 91 MB NPU
HRNetFace TFLITE float Qualcomm® QCS8450 5.491 ms 0 - 125 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.875 ms 0 - 35 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ Q-8750 1.757 ms 0 - 96 MB NPU
HRNetFace TFLITE float Qualcomm® SA7255P 15.461 ms 1 - 92 MB NPU
HRNetFace TFLITE float Qualcomm® SA8295P 5.655 ms 1 - 74 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Elite Mobile 1.757 ms 0 - 96 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.408 ms 0 - 88 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.749 ms 0 - 114 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.532 ms 0 - 114 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 5.523 ms 0 - 18 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.202 ms 0 - 18 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.117 ms 0 - 3 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® SA8775P 1.48 ms 0 - 74 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® SA8650P 1.48 ms 0 - 74 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® SA8255P 1.48 ms 0 - 74 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® QCS8450 1.532 ms 0 - 114 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.295 ms 0 - 18 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 9.834 ms 0 - 193 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.358 ms 0 - 75 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.588 ms 0 - 75 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® SA7255P 2.885 ms 0 - 71 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® SA8295P 1.987 ms 0 - 69 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.588 ms 0 - 75 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.472 ms 0 - 73 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.358 ms 0 - 75 MB NPU

License

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

References

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Paper for qualcomm/HRNetFace