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Facial-Attribute-Detection

Object Detection
PyTorch
real_time
bu_iot
android
Model card Files
xet
 Community
1

Facial-Attribute-Detection: Optimized for Qualcomm Devices

Detects attributes (eye closeness, mask presence, eyeglasses presence, sunglasses presence) that apply to a given face. This model's architecture was developed by Qualcomm. The model was trained by Qualcomm on a proprietary dataset of faces, but can be used on any image.

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 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 Facial-Attribute-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 Facial-Attribute-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Model checkpoint: multitask_FR_state_dict.pt
  • Input resolution: 128x128
  • Number of parameters: 12.1M
  • Model size (float): 46.3 MB
  • Model size (w8a8): 12.3 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Facial-Attribute-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.437 ms 0 - 66 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Elite Mobile 0.513 ms 0 - 65 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® X2 Elite 0.423 ms 22 - 22 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® X Elite 0.991 ms 22 - 22 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® X Elite 0.991 ms 22 - 22 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 0.64 ms 0 - 90 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® QCS8550 (Proxy) 0.863 ms 0 - 9 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® QCS9075 1.265 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.513 ms 0 - 65 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.215 ms 0 - 61 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Elite Mobile 0.25 ms 0 - 62 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® X2 Elite 0.207 ms 11 - 11 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® X Elite 0.54 ms 11 - 11 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® X Elite 0.54 ms 11 - 11 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.292 ms 0 - 86 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® QCS6490 35.752 ms 20 - 28 MB CPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® QCS8550 (Proxy) 0.408 ms 0 - 19 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® QCS9075 0.52 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® QCM6690 16.939 ms 19 - 28 MB CPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.25 ms 0 - 62 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 12.559 ms 20 - 30 MB CPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 12.559 ms 20 - 30 MB CPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.42 ms 0 - 56 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 0.503 ms 0 - 53 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® X2 Elite 0.543 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® X Elite 0.989 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® X Elite 0.989 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.636 ms 0 - 79 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 4.288 ms 0 - 52 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 0.857 ms 0 - 3 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8775P 1.37 ms 0 - 54 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8775P 1.37 ms 0 - 54 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8775P 1.37 ms 0 - 54 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® QCS9075 1.223 ms 0 - 2 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 1.361 ms 0 - 76 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA7255P 4.288 ms 0 - 52 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8295P 1.532 ms 0 - 48 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.503 ms 0 - 53 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.209 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.235 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.277 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® X Elite 0.496 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® X Elite 0.496 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.28 ms 0 - 63 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® QCS6490 1.287 ms 2 - 4 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® QCS8275 (Proxy) 1.085 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 0.387 ms 0 - 90 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8775P 0.574 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8775P 0.574 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8775P 0.574 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® QCS9075 0.488 ms 0 - 2 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® QCM6690 2.885 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 0.62 ms 0 - 65 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA7255P 1.085 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8295P 0.828 ms 0 - 46 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.235 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.485 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.485 ms 0 - 47 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.415 ms 0 - 72 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Elite Mobile 0.489 ms 0 - 62 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 0.624 ms 0 - 93 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 4.218 ms 0 - 66 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 0.808 ms 0 - 5 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8775P 1.36 ms 0 - 69 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8775P 1.36 ms 0 - 69 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8775P 1.36 ms 0 - 69 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® QCS9075 1.188 ms 0 - 24 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 1.3 ms 0 - 92 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA7255P 4.218 ms 0 - 66 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8295P 1.536 ms 0 - 60 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.489 ms 0 - 62 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.204 ms 0 - 51 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.243 ms 0 - 42 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.283 ms 0 - 72 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® QCS6490 1.205 ms 0 - 13 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 1.096 ms 0 - 46 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 0.376 ms 0 - 2 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8775P 0.589 ms 0 - 46 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8775P 0.589 ms 0 - 46 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8775P 0.589 ms 0 - 46 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® QCS9075 0.483 ms 0 - 13 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® QCM6690 2.928 ms 0 - 42 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 0.619 ms 0 - 64 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA7255P 1.096 ms 0 - 46 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8295P 0.816 ms 0 - 43 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.243 ms 0 - 42 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.494 ms 0 - 41 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.494 ms 0 - 41 MB NPU

License

  • The license for the original implementation of Facial-Attribute-Detection can be found here.

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