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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 2.45, 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 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® X2 Elite 0.419 ms 1 - 1 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® X Elite 0.84 ms 23 - 23 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 0.641 ms 0 - 82 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 1.296 ms 0 - 79 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) 0.861 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® QCS8450 1.296 ms 0 - 79 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 1.23 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.84 ms 23 - 23 MB NPU
Facial-Attribute-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 0.512 ms 0 - 55 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Elite Mobile 0.512 ms 0 - 55 MB NPU
Facial-Attribute-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.44 ms 0 - 58 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® X2 Elite 0.178 ms 1 - 1 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® X Elite 0.393 ms 11 - 11 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.296 ms 0 - 82 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.654 ms 0 - 82 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.578 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.479 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.397 ms 0 - 14 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® QCS8450 0.654 ms 0 - 82 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.579 ms 0 - 3 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.393 ms 11 - 11 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.941 ms 0 - 55 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.511 ms 0 - 53 MB NPU
Facial-Attribute-Detection ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.243 ms 0 - 57 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Elite Mobile 0.243 ms 0 - 57 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.218 ms 0 - 58 MB NPU
Facial-Attribute-Detection ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.511 ms 0 - 53 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® X2 Elite 0.541 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® X Elite 0.965 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.652 ms 71 - 152 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.342 ms 0 - 76 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.318 ms 0 - 3 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 4.296 ms 0 - 51 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.856 ms 0 - 78 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8775P 1.365 ms 0 - 54 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8650P 1.365 ms 0 - 54 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8255P 1.365 ms 0 - 54 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® QCS8450 1.342 ms 0 - 76 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.212 ms 2 - 4 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.965 ms 0 - 0 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.501 ms 0 - 52 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA7255P 4.296 ms 0 - 51 MB NPU
Facial-Attribute-Detection QNN_DLC float Qualcomm® SA8295P 1.558 ms 0 - 48 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 0.501 ms 0 - 52 MB NPU
Facial-Attribute-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.422 ms 0 - 57 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® X2 Elite 0.283 ms 1 - 1 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® X Elite 0.5 ms 1 - 1 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.271 ms 0 - 63 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.609 ms 0 - 66 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.462 ms 2 - 4 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.435 ms 0 - 2 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.054 ms 0 - 48 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.366 ms 0 - 2 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8775P 0.567 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8650P 0.567 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8255P 0.567 ms 0 - 50 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® QCS8450 0.609 ms 0 - 66 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.45 ms 0 - 2 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.5 ms 1 - 1 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 2.912 ms 0 - 49 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.489 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.241 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA7255P 1.054 ms 0 - 48 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Qualcomm® SA8295P 0.823 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.241 ms 0 - 47 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.208 ms 0 - 46 MB NPU
Facial-Attribute-Detection QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.489 ms 0 - 47 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 0.624 ms 0 - 98 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 1.294 ms 0 - 92 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.299 ms 0 - 25 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.243 ms 0 - 66 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.819 ms 0 - 2 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8775P 1.345 ms 0 - 69 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8650P 1.345 ms 0 - 69 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8255P 1.345 ms 0 - 69 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® QCS8450 1.294 ms 0 - 92 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.189 ms 0 - 24 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 0.509 ms 0 - 73 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA7255P 4.243 ms 0 - 66 MB NPU
Facial-Attribute-Detection TFLITE float Qualcomm® SA8295P 1.525 ms 0 - 60 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Elite Mobile 0.509 ms 0 - 73 MB NPU
Facial-Attribute-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.423 ms 0 - 65 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.28 ms 0 - 63 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.608 ms 0 - 69 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.415 ms 0 - 13 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.437 ms 0 - 14 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.066 ms 0 - 46 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.378 ms 0 - 2 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8775P 0.585 ms 0 - 51 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8650P 0.585 ms 0 - 51 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8255P 0.585 ms 0 - 51 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® QCS8450 0.608 ms 0 - 69 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.461 ms 0 - 13 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.936 ms 0 - 44 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.49 ms 0 - 41 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.243 ms 0 - 52 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA7255P 1.066 ms 0 - 46 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Qualcomm® SA8295P 0.833 ms 0 - 42 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.243 ms 0 - 52 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.209 ms 0 - 43 MB NPU
Facial-Attribute-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.49 ms 0 - 41 MB NPU

License

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

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