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NAFNet-DeBlur

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NAFNet-DeBlur: Optimized for Qualcomm Devices

NAFNET is designed for lightweight real-time deblurring of images.

This is based on the implementation of NAFNet-DeBlur 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	w8a16	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	w8a16	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 NAFNet-DeBlur 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 NAFNet-DeBlur on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.image_editing

Model Stats:

Input resolution: 360x640
Model checkpoint: NAFNet-REDS-width64
Model size (float): 271.55 MB
Number of parameters: 67.89M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
NAFNet-DeBlur	ONNX	float	Snapdragon® X2 Elite	64.094 ms	11 - 11 MB	NPU
NAFNet-DeBlur	ONNX	float	Snapdragon® X Elite	113.026 ms	142 - 142 MB	NPU
NAFNet-DeBlur	ONNX	float	Snapdragon® 8 Gen 3 Mobile	81.937 ms	10 - 1207 MB	NPU
NAFNet-DeBlur	ONNX	float	Snapdragon® 8 Gen 1 Mobile	192.236 ms	9 - 864 MB	NPU
NAFNet-DeBlur	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	155.621 ms	6 - 12 MB	NPU
NAFNet-DeBlur	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	110.81 ms	0 - 161 MB	NPU
NAFNet-DeBlur	ONNX	float	Qualcomm® QCS8450	192.236 ms	9 - 864 MB	NPU
NAFNet-DeBlur	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	142.136 ms	7 - 12 MB	NPU
NAFNet-DeBlur	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	113.026 ms	142 - 142 MB	NPU
NAFNet-DeBlur	ONNX	float	Qualcomm® Dragonwing™ Q-8750	63.6 ms	6 - 938 MB	NPU
NAFNet-DeBlur	ONNX	float	Snapdragon® 8 Elite Mobile	63.6 ms	6 - 938 MB	NPU
NAFNet-DeBlur	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	45.036 ms	6 - 994 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Snapdragon® X2 Elite	40.785 ms	5 - 5 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Snapdragon® X Elite	80.506 ms	74 - 74 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	58.554 ms	4 - 888 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	131.914 ms	4 - 953 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	460.711 ms	3 - 7 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	76.781 ms	3 - 8 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	78.468 ms	0 - 82 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Qualcomm® QCS8450	131.914 ms	4 - 953 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	94.6 ms	3 - 7 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	80.506 ms	74 - 74 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	1307.453 ms	0 - 1468 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	124.719 ms	4 - 829 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	49.657 ms	4 - 594 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Snapdragon® 8 Elite Mobile	49.657 ms	4 - 594 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	36.498 ms	2 - 667 MB	NPU
NAFNet-DeBlur	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	124.719 ms	4 - 829 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Snapdragon® X2 Elite	18.397 ms	4 - 4 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Snapdragon® X Elite	43.597 ms	74 - 74 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	28.666 ms	0 - 749 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	83.642 ms	0 - 761 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	217.814 ms	1 - 5 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	37.006 ms	1 - 6 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	41.647 ms	0 - 82 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Qualcomm® QCS8450	83.642 ms	0 - 761 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	41.235 ms	1 - 5 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	43.597 ms	74 - 74 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	514.255 ms	0 - 894 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	55.395 ms	2 - 710 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	25.201 ms	2 - 476 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Snapdragon® 8 Elite Mobile	25.201 ms	2 - 476 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	17.834 ms	0 - 603 MB	NPU
NAFNet-DeBlur	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	55.395 ms	2 - 710 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Snapdragon® X2 Elite	47.395 ms	3 - 3 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Snapdragon® X Elite	112.337 ms	3 - 3 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	80.842 ms	3 - 1200 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	184.27 ms	2 - 840 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	153.966 ms	3 - 10 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	483.559 ms	2 - 913 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	109.795 ms	3 - 6 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® SA8775P	139.981 ms	0 - 915 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® SA8650P	139.981 ms	0 - 915 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® SA8255P	139.981 ms	0 - 915 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® QCS8450	184.27 ms	2 - 840 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	139.587 ms	5 - 12 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	112.337 ms	3 - 3 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	63.138 ms	0 - 947 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® SA7255P	483.559 ms	2 - 913 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Qualcomm® SA8295P	162.472 ms	0 - 632 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Snapdragon® 8 Elite Mobile	63.138 ms	0 - 947 MB	NPU
NAFNet-DeBlur	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	44.616 ms	0 - 1002 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Snapdragon® X2 Elite	39.343 ms	1 - 1 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Snapdragon® X Elite	88.8 ms	1 - 1 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	74.659 ms	1 - 890 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Snapdragon® 8 Gen 1 Mobile	127.625 ms	1 - 991 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS6490	475.512 ms	3 - 7 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	89.269 ms	1 - 6 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	186.359 ms	2 - 650 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	96.845 ms	2 - 927 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® SA8775P	75.296 ms	2 - 606 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® SA8650P	75.296 ms	2 - 606 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® SA8255P	75.296 ms	2 - 606 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® QCS8450	127.625 ms	1 - 991 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	75.571 ms	1 - 6 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	88.8 ms	1 - 1 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	1238.714 ms	1 - 1428 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	122.136 ms	1 - 880 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	48.34 ms	1 - 568 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® SA7255P	186.359 ms	2 - 650 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Qualcomm® SA8295P	103.144 ms	2 - 607 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	48.34 ms	1 - 568 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	36.309 ms	1 - 593 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	122.136 ms	1 - 880 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Snapdragon® X2 Elite	24.027 ms	1 - 1 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Snapdragon® X Elite	46.53 ms	1 - 1 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	33.629 ms	1 - 727 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	73.794 ms	1 - 751 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	212.17 ms	1 - 4 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	42.073 ms	1 - 4 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	89.743 ms	1 - 547 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	46.324 ms	1 - 3 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® SA8775P	41.206 ms	1 - 546 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® SA8650P	41.206 ms	1 - 546 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® SA8255P	41.206 ms	1 - 546 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® QCS8450	73.794 ms	1 - 751 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	41.525 ms	1 - 4 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	46.53 ms	1 - 1 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	552.566 ms	1 - 925 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	52.799 ms	1 - 663 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	26.288 ms	1 - 476 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® SA7255P	89.743 ms	1 - 547 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Qualcomm® SA8295P	59.185 ms	1 - 543 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	26.288 ms	1 - 476 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	16.26 ms	1 - 564 MB	NPU
NAFNet-DeBlur	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	52.799 ms	1 - 663 MB	NPU
NAFNet-DeBlur	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	80.869 ms	1 - 1289 MB	NPU
NAFNet-DeBlur	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	211.046 ms	4 - 1006 MB	NPU
NAFNet-DeBlur	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	153.83 ms	3 - 155 MB	NPU
NAFNet-DeBlur	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	482.993 ms	3 - 1002 MB	NPU
NAFNet-DeBlur	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	110.705 ms	3 - 6 MB	NPU
NAFNet-DeBlur	TFLITE	float	Qualcomm® SA8775P	139.957 ms	3 - 1005 MB	NPU
NAFNet-DeBlur	TFLITE	float	Qualcomm® SA8650P	139.957 ms	3 - 1005 MB	NPU
NAFNet-DeBlur	TFLITE	float	Qualcomm® SA8255P	139.957 ms	3 - 1005 MB	NPU
NAFNet-DeBlur	TFLITE	float	Qualcomm® QCS8450	211.046 ms	4 - 1006 MB	NPU
NAFNet-DeBlur	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	139.764 ms	2 - 153 MB	NPU
NAFNet-DeBlur	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	63.079 ms	0 - 1032 MB	NPU
NAFNet-DeBlur	TFLITE	float	Qualcomm® SA7255P	482.993 ms	3 - 1002 MB	NPU
NAFNet-DeBlur	TFLITE	float	Qualcomm® SA8295P	162.44 ms	3 - 738 MB	NPU
NAFNet-DeBlur	TFLITE	float	Snapdragon® 8 Elite Mobile	63.079 ms	0 - 1032 MB	NPU
NAFNet-DeBlur	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	44.714 ms	2 - 1089 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	57.818 ms	1 - 1035 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	121.701 ms	0 - 1073 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	75.056 ms	1 - 80 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	162.178 ms	1 - 808 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	82.151 ms	1 - 4 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® SA8775P	80.933 ms	1 - 810 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® SA8650P	80.933 ms	1 - 810 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® SA8255P	80.933 ms	1 - 810 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® QCS8450	121.701 ms	0 - 1073 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	80.743 ms	0 - 79 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	882.048 ms	150 - 532 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	36.681 ms	1 - 603 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® SA7255P	162.178 ms	1 - 808 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Qualcomm® SA8295P	112.533 ms	1 - 806 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	36.681 ms	1 - 603 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	30.042 ms	1 - 1103 MB	NPU
NAFNet-DeBlur	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	882.048 ms	150 - 532 MB	NPU

License

The license for the original implementation of NAFNet-DeBlur can be found here.

References

Community

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qualcomm/NAFNet-DeBlur