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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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
NAFNet-DeBlur ONNX float Snapdragon® X2 Elite 47.754 ms 11 - 11 MB NPU
NAFNet-DeBlur ONNX float Snapdragon® X Elite 113.183 ms 143 - 143 MB NPU
NAFNet-DeBlur ONNX float Snapdragon® 8 Gen 3 Mobile 81.808 ms 0 - 1196 MB NPU
NAFNet-DeBlur ONNX float Snapdragon® 8 Gen 1 Mobile 187.912 ms 9 - 863 MB NPU
NAFNet-DeBlur ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 112.053 ms 0 - 160 MB NPU
NAFNet-DeBlur ONNX float Qualcomm® QCS8450 187.912 ms 9 - 863 MB NPU
NAFNet-DeBlur ONNX float Qualcomm® Dragonwing™ IQ-9075 142.758 ms 8 - 13 MB NPU
NAFNet-DeBlur ONNX float Qualcomm® Dragonwing™ IQ-X7181 113.183 ms 143 - 143 MB NPU
NAFNet-DeBlur ONNX float Qualcomm® Dragonwing™ Q-8750 63.685 ms 6 - 935 MB NPU
NAFNet-DeBlur ONNX float Snapdragon® 8 Elite Mobile 63.685 ms 6 - 935 MB NPU
NAFNet-DeBlur ONNX float Snapdragon® 8 Elite Gen 5 Mobile 45.005 ms 7 - 996 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® X2 Elite 43.913 ms 5 - 5 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® X Elite 92.114 ms 77 - 77 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 64.275 ms 0 - 1078 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 137.43 ms 6 - 1244 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 474.695 ms 3 - 7 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 89.504 ms 0 - 82 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® QCS8450 137.43 ms 6 - 1244 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 87.3 ms 3 - 7 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 92.114 ms 77 - 77 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 54.456 ms 4 - 965 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® 8 Elite Mobile 54.456 ms 4 - 965 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 40.027 ms 2 - 993 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® X2 Elite 22.389 ms 4 - 4 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® X Elite 46.766 ms 75 - 75 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 30.359 ms 0 - 812 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 85.265 ms 0 - 847 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 224.187 ms 1 - 5 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 44.813 ms 0 - 83 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® QCS8450 85.265 ms 0 - 847 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 44.22 ms 1 - 5 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 46.766 ms 75 - 75 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 26.748 ms 2 - 599 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® 8 Elite Mobile 26.748 ms 2 - 599 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 18.956 ms 0 - 747 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® X2 Elite 47.272 ms 3 - 3 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® X Elite 112.183 ms 3 - 3 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® 8 Gen 3 Mobile 80.46 ms 3 - 1205 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® 8 Gen 1 Mobile 185.082 ms 3 - 840 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® Dragonwing™ QCS8275 483.005 ms 1 - 912 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 110.735 ms 3 - 6 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® SA8775P 139.962 ms 1 - 917 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® SA8650P 139.962 ms 1 - 917 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® SA8255P 139.962 ms 1 - 917 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® QCS8450 185.082 ms 3 - 840 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 155.32 ms 3 - 10 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 112.183 ms 3 - 3 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® Dragonwing™ Q-8750 63.209 ms 0 - 947 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® SA7255P 483.005 ms 1 - 912 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® SA8295P 162.284 ms 2 - 634 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® 8 Elite Mobile 63.209 ms 0 - 947 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 44.791 ms 0 - 1003 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® X2 Elite 43.306 ms 1 - 1 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® X Elite 91.213 ms 1 - 1 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 62.797 ms 0 - 1029 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 135.897 ms 2 - 1188 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 485.483 ms 3 - 8 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8275 192.81 ms 2 - 781 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 88.342 ms 2 - 4 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® SA8775P 86.013 ms 2 - 779 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® SA8650P 86.013 ms 2 - 779 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® SA8255P 86.013 ms 2 - 779 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® QCS8450 135.897 ms 2 - 1188 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 86.066 ms 1 - 6 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 91.213 ms 1 - 1 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 1393.226 ms 1 - 1486 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 135.941 ms 1 - 1182 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 52.542 ms 1 - 934 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® SA7255P 192.81 ms 2 - 781 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® SA8295P 116.833 ms 2 - 779 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 52.542 ms 1 - 934 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 39.275 ms 1 - 1045 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 135.941 ms 1 - 1182 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® X2 Elite 18.105 ms 1 - 1 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® X Elite 47.38 ms 1 - 1 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 30.222 ms 1 - 786 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 83.136 ms 0 - 812 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 218.061 ms 3 - 6 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 91.197 ms 1 - 604 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 45.131 ms 1 - 3 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® SA8775P 44.401 ms 1 - 603 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® SA8650P 44.401 ms 1 - 603 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® SA8255P 44.401 ms 1 - 603 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® QCS8450 83.136 ms 0 - 812 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 45.038 ms 3 - 6 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 47.38 ms 1 - 1 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 519.417 ms 1 - 964 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 56.392 ms 1 - 827 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 27.402 ms 1 - 602 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® SA7255P 91.197 ms 1 - 604 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® SA8295P 62.523 ms 1 - 603 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 27.402 ms 1 - 602 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 17.196 ms 1 - 696 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 56.392 ms 1 - 827 MB NPU
NAFNet-DeBlur TFLITE float Snapdragon® 8 Gen 3 Mobile 80.223 ms 0 - 1287 MB NPU
NAFNet-DeBlur TFLITE float Snapdragon® 8 Gen 1 Mobile 210.77 ms 3 - 1009 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® Dragonwing™ QCS8275 482.992 ms 3 - 1002 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 111.114 ms 3 - 6 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® SA8775P 140.035 ms 3 - 1006 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® SA8650P 140.035 ms 3 - 1006 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® SA8255P 140.035 ms 3 - 1006 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® QCS8450 210.77 ms 3 - 1009 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® Dragonwing™ IQ-9075 139.773 ms 2 - 153 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® Dragonwing™ Q-8750 62.915 ms 1 - 1038 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® SA7255P 482.992 ms 3 - 1002 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® SA8295P 162.456 ms 3 - 738 MB NPU
NAFNet-DeBlur TFLITE float Snapdragon® 8 Elite Mobile 62.915 ms 1 - 1038 MB NPU
NAFNet-DeBlur TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 44.614 ms 2 - 1091 MB NPU
NAFNet-DeBlur TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 60.082 ms 1 - 1094 MB NPU
NAFNet-DeBlur TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 128.314 ms 1 - 1193 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 170.317 ms 1 - 868 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 84.945 ms 1 - 4 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® SA8775P 84.606 ms 1 - 868 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® SA8650P 84.606 ms 1 - 868 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® SA8255P 84.606 ms 1 - 868 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® QCS8450 128.314 ms 1 - 1193 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 84.792 ms 1 - 81 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 890.302 ms 152 - 556 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 40.249 ms 1 - 701 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® SA7255P 170.317 ms 1 - 868 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® SA8295P 116.761 ms 1 - 866 MB NPU
NAFNet-DeBlur TFLITE w8a8 Snapdragon® 8 Elite Mobile 40.249 ms 1 - 701 MB NPU
NAFNet-DeBlur TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.587 ms 1 - 1211 MB NPU
NAFNet-DeBlur TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 890.302 ms 152 - 556 MB NPU

License

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

References

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Paper for qualcomm/NAFNet-DeBlur