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qualcomm/
Facial-Attribute-Detection

Name: Facial-Attribute-Detection
Rating: 2.5 (296 reviews)

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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.

Community

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qualcomm/Facial-Attribute-Detection