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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 2.50, 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 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:

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

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 For Galaxy Mobile 0.45 ms 0 - 64 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.497 ms 0 - 57 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® X2 Elite 0.45 ms 1 - 1 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® X Elite 0.854 ms 23 - 23 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 0.626 ms 0 - 89 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 1.164 ms 0 - 82 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 1.324 ms 0 - 4 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.859 ms 0 - 2 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® QCS8450 1.164 ms 0 - 82 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 1.235 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.854 ms 23 - 23 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 0.497 ms 0 - 57 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.223 ms 0 - 58 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.244 ms 0 - 58 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® X2 Elite 0.181 ms 1 - 1 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® X Elite 0.388 ms 12 - 12 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.294 ms 0 - 87 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.53 ms 0 - 87 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.391 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.447 ms 0 - 4 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.398 ms 0 - 2 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® QCS8450 0.53 ms 0 - 87 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.509 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.388 ms 12 - 12 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.956 ms 0 - 64 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.511 ms 0 - 57 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.244 ms 0 - 58 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.511 ms 0 - 57 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.431 ms 0 - 57 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.502 ms 0 - 60 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® X2 Elite 0.549 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® X Elite 0.969 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.619 ms 0 - 80 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.228 ms 0 - 81 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.308 ms 0 - 3 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.85 ms 0 - 62 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® QCS8450 1.228 ms 0 - 81 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.236 ms 0 - 2 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.969 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.502 ms 0 - 60 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8295P 1.441 ms 0 - 51 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.214 ms 0 - 51 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.232 ms 0 - 51 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.318 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® X Elite 0.498 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.276 ms 0 - 68 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.527 ms 0 - 73 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.311 ms 0 - 2 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.421 ms 0 - 3 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.384 ms 0 - 2 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® QCS8450 0.527 ms 0 - 73 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.451 ms 2 - 4 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.498 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 2.919 ms 0 - 53 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.488 ms 0 - 51 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.232 ms 0 - 51 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA7255P 1.032 ms 0 - 52 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8295P 0.699 ms 0 - 52 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.488 ms 0 - 51 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.421 ms 0 - 66 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.486 ms 0 - 73 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 0.612 ms 0 - 100 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 1.2 ms 0 - 97 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.28 ms 0 - 26 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.796 ms 0 - 3 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8650P 1.341 ms 0 - 73 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8255P 1.341 ms 0 - 73 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® QCS8450 1.2 ms 0 - 97 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.205 ms 0 - 25 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 0.486 ms 0 - 73 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8295P 1.407 ms 0 - 64 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.21 ms 0 - 48 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.24 ms 0 - 46 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.273 ms 0 - 67 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.503 ms 0 - 77 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.259 ms 0 - 14 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.499 ms 0 - 14 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.38 ms 0 - 2 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8650P 0.575 ms 0 - 54 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8255P 0.575 ms 0 - 54 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® QCS8450 0.503 ms 0 - 77 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.468 ms 0 - 14 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.963 ms 0 - 47 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.484 ms 0 - 45 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.24 ms 0 - 46 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA7255P 1.133 ms 0 - 50 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8295P 0.723 ms 0 - 45 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.484 ms 0 - 45 MB NPU

License

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

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