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metadata 
library_name: pytorch
license: other
tags:
  - real_time
  - android
pipeline_tag: object-detection

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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
HRNetFace ONNX float Snapdragon® X2 Elite 1.551 ms 2 - 2 MB NPU
HRNetFace ONNX float Snapdragon® X Elite 3.139 ms 30 - 30 MB NPU
HRNetFace ONNX float Snapdragon® 8 Gen 3 Mobile 2.15 ms 0 - 147 MB NPU
HRNetFace ONNX float Snapdragon® 8 Gen 1 Mobile 4.539 ms 1 - 132 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.987 ms 0 - 34 MB NPU
HRNetFace ONNX float Qualcomm® QCS8450 4.539 ms 1 - 132 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ IQ-9075 4.997 ms 2 - 4 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ IQ-X7181 3.139 ms 30 - 30 MB NPU
HRNetFace ONNX float Qualcomm® Dragonwing™ Q-8750 1.65 ms 0 - 92 MB NPU
HRNetFace ONNX float Snapdragon® 8 Elite Mobile 1.65 ms 0 - 92 MB NPU
HRNetFace ONNX float Snapdragon® 8 Elite Gen 5 Mobile 1.352 ms 0 - 92 MB NPU
HRNetFace ONNX w8a8 Snapdragon® X2 Elite 0.663 ms 1 - 1 MB NPU
HRNetFace ONNX w8a8 Snapdragon® X Elite 1.331 ms 16 - 16 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.875 ms 0 - 156 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.733 ms 0 - 158 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 4.98 ms 0 - 3 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.289 ms 0 - 18 MB NPU
HRNetFace ONNX w8a8 Qualcomm® QCS8450 1.733 ms 0 - 158 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.498 ms 0 - 3 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.331 ms 16 - 16 MB NPU
HRNetFace ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.705 ms 0 - 109 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Elite Mobile 0.705 ms 0 - 109 MB NPU
HRNetFace ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.593 ms 0 - 113 MB NPU
HRNetFace QNN_DLC float Snapdragon® X2 Elite 1.963 ms 1 - 1 MB NPU
HRNetFace QNN_DLC float Snapdragon® X Elite 3.692 ms 1 - 1 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.333 ms 0 - 120 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Gen 1 Mobile 5.487 ms 0 - 105 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ QCS8275 15.432 ms 1 - 75 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.288 ms 0 - 10 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA8775P 5.119 ms 1 - 79 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA8650P 5.119 ms 1 - 79 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA8255P 5.119 ms 1 - 79 MB NPU
HRNetFace QNN_DLC float Qualcomm® QCS8450 5.487 ms 0 - 105 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 4.827 ms 1 - 4 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 3.692 ms 1 - 1 MB NPU
HRNetFace QNN_DLC float Qualcomm® Dragonwing™ Q-8750 1.754 ms 0 - 78 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA7255P 15.432 ms 1 - 75 MB NPU
HRNetFace QNN_DLC float Qualcomm® SA8295P 5.641 ms 1 - 62 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Elite Mobile 1.754 ms 0 - 78 MB NPU
HRNetFace QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.411 ms 1 - 82 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® X2 Elite 0.839 ms 0 - 0 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® X Elite 1.552 ms 0 - 0 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.906 ms 0 - 109 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.844 ms 0 - 108 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 5.726 ms 2 - 4 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 3.235 ms 0 - 73 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.334 ms 0 - 2 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8775P 1.696 ms 0 - 74 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8650P 1.696 ms 0 - 74 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8255P 1.696 ms 0 - 74 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® QCS8450 1.844 ms 0 - 108 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.515 ms 0 - 2 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.552 ms 0 - 0 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 10.603 ms 0 - 199 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.622 ms 0 - 79 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.678 ms 0 - 69 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA7255P 3.235 ms 0 - 73 MB NPU
HRNetFace QNN_DLC w8a8 Qualcomm® SA8295P 2.199 ms 0 - 70 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.678 ms 0 - 69 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.53 ms 0 - 73 MB NPU
HRNetFace QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.622 ms 0 - 79 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Gen 3 Mobile 2.345 ms 0 - 139 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Gen 1 Mobile 5.464 ms 0 - 126 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ QCS8275 15.477 ms 1 - 92 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.327 ms 0 - 3 MB NPU
HRNetFace TFLITE float Qualcomm® SA8775P 5.117 ms 1 - 93 MB NPU
HRNetFace TFLITE float Qualcomm® SA8650P 5.117 ms 1 - 93 MB NPU
HRNetFace TFLITE float Qualcomm® SA8255P 5.117 ms 1 - 93 MB NPU
HRNetFace TFLITE float Qualcomm® QCS8450 5.464 ms 0 - 126 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.86 ms 0 - 35 MB NPU
HRNetFace TFLITE float Qualcomm® Dragonwing™ Q-8750 1.759 ms 0 - 94 MB NPU
HRNetFace TFLITE float Qualcomm® SA7255P 15.477 ms 1 - 92 MB NPU
HRNetFace TFLITE float Qualcomm® SA8295P 5.696 ms 1 - 74 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Elite Mobile 1.759 ms 0 - 94 MB NPU
HRNetFace TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.408 ms 0 - 90 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.736 ms 0 - 111 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.561 ms 0 - 112 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 5.28 ms 0 - 18 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.11 ms 0 - 3 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® SA8775P 1.512 ms 0 - 74 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® SA8650P 1.512 ms 0 - 74 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® SA8255P 1.512 ms 0 - 74 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® QCS8450 1.561 ms 0 - 112 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.537 ms 0 - 18 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 9.831 ms 0 - 192 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.354 ms 0 - 75 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.579 ms 0 - 68 MB NPU
HRNetFace TFLITE w8a8 Qualcomm® SA8295P 1.99 ms 0 - 69 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.579 ms 0 - 68 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.471 ms 0 - 73 MB NPU
HRNetFace TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.354 ms 0 - 75 MB NPU

License

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

References

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