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metadata 
library_name: pytorch
license: other
tags:
  - android
pipeline_tag: image-to-image

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 1.25.0 Download
ONNX w8a16 Universal QAIRT 2.45, ONNX Runtime 1.25.0 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a16 Universal QAIRT 2.45 Download
TFLITE float 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 47.739 ms 11 - 11 MB NPU
NAFNet-DeBlur ONNX float Snapdragon® X Elite 113.074 ms 142 - 142 MB NPU
NAFNet-DeBlur ONNX float Snapdragon® 8 Gen 3 Mobile 81.438 ms 0 - 1195 MB NPU
NAFNet-DeBlur ONNX float Snapdragon® 8 Gen 1 Mobile 183.315 ms 10 - 862 MB NPU
NAFNet-DeBlur ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 112.679 ms 0 - 161 MB NPU
NAFNet-DeBlur ONNX float Qualcomm® QCS8450 183.315 ms 10 - 862 MB NPU
NAFNet-DeBlur ONNX float Snapdragon® 8 Elite Gen 5 Mobile 45.045 ms 7 - 995 MB NPU
NAFNet-DeBlur ONNX float Snapdragon® 8 Elite Mobile 63.561 ms 8 - 941 MB NPU
NAFNet-DeBlur ONNX float Qualcomm® Dragonwing™ Q-8750 63.561 ms 8 - 941 MB NPU
NAFNet-DeBlur ONNX float Qualcomm® Dragonwing™ IQ-X7181 113.074 ms 142 - 142 MB NPU
NAFNet-DeBlur ONNX float Qualcomm® Dragonwing™ IQ-9075 152.496 ms 9 - 54 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® X2 Elite 43.843 ms 5 - 5 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® X Elite 92.128 ms 77 - 77 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 64.767 ms 4 - 1084 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 89.707 ms 0 - 84 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® 8 Elite Mobile 54.509 ms 4 - 967 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 105.292 ms 3 - 7 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 133.706 ms 6 - 1140 MB NPU
NAFNet-DeBlur ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 39.539 ms 2 - 992 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 1326.727 ms 0 - 1528 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 133.706 ms 6 - 1140 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 54.509 ms 4 - 967 MB NPU
NAFNet-DeBlur ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 92.128 ms 77 - 77 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® X2 Elite 19.589 ms 4 - 4 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® X Elite 46.725 ms 74 - 74 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 30.415 ms 0 - 813 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 85.307 ms 3 - 848 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 223.392 ms 1 - 5 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 44.802 ms 0 - 83 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® QCS8450 85.307 ms 3 - 848 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® 8 Elite Mobile 26.793 ms 0 - 598 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 59.482 ms 2 - 835 MB NPU
NAFNet-DeBlur ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 18.968 ms 0 - 748 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 515.518 ms 0 - 941 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 59.482 ms 2 - 835 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 26.793 ms 0 - 598 MB NPU
NAFNet-DeBlur ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 46.725 ms 74 - 74 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® X2 Elite 47.531 ms 3 - 3 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® X Elite 112.583 ms 3 - 3 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® 8 Gen 3 Mobile 81.126 ms 3 - 1202 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® 8 Gen 1 Mobile 185.051 ms 2 - 839 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® QCS8275 483.078 ms 2 - 913 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 109.221 ms 3 - 6 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® SA8775P 139.95 ms 1 - 917 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® SA8650P 139.95 ms 1 - 917 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® SA8255P 139.95 ms 1 - 917 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® QCS8450 185.051 ms 2 - 839 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 44.648 ms 0 - 1003 MB NPU
NAFNet-DeBlur QNN_DLC float Snapdragon® 8 Elite Mobile 63.005 ms 0 - 948 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® SA7255P 483.078 ms 2 - 913 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® SA8295P 162.305 ms 0 - 632 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® Dragonwing™ Q-8750 63.005 ms 0 - 948 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 112.583 ms 3 - 3 MB NPU
NAFNet-DeBlur QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 152.687 ms 3 - 10 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® X2 Elite 43.227 ms 1 - 1 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® X Elite 91.189 ms 1 - 1 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 62.713 ms 0 - 1032 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® QCS8275 192.769 ms 2 - 780 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 88.626 ms 2 - 5 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® SA8775P 86.069 ms 2 - 780 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® SA8650P 86.069 ms 2 - 780 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® SA8255P 86.069 ms 2 - 780 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 52.175 ms 1 - 934 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 85.581 ms 3 - 7 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® SA7255P 192.769 ms 2 - 780 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 136.397 ms 1 - 1190 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 39.251 ms 1 - 1044 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 1294.492 ms 1 - 1486 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 136.397 ms 1 - 1190 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 52.175 ms 1 - 934 MB NPU
NAFNet-DeBlur QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 91.189 ms 1 - 1 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® X2 Elite 21.311 ms 1 - 1 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® X Elite 47.39 ms 1 - 1 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 30.401 ms 1 - 786 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 85.808 ms 1 - 812 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 217.601 ms 1 - 4 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® QCS8275 91.145 ms 1 - 605 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 45.054 ms 1 - 68 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® SA8775P 44.383 ms 1 - 605 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® SA8650P 44.383 ms 1 - 605 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® SA8255P 44.383 ms 1 - 605 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® QCS8450 85.808 ms 1 - 812 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 27.487 ms 1 - 602 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 56.27 ms 1 - 827 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 44.56 ms 1 - 4 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® SA7255P 91.145 ms 1 - 605 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® SA8295P 62.501 ms 1 - 603 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 17.199 ms 1 - 695 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 493.208 ms 1 - 963 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 56.27 ms 1 - 827 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 27.487 ms 1 - 602 MB NPU
NAFNet-DeBlur QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 47.39 ms 1 - 1 MB NPU
NAFNet-DeBlur TFLITE float Snapdragon® 8 Gen 3 Mobile 80.988 ms 3 - 1292 MB NPU
NAFNet-DeBlur TFLITE float Snapdragon® 8 Gen 1 Mobile 210.907 ms 4 - 1008 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® QCS8275 483.041 ms 3 - 1001 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 110.539 ms 3 - 7 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® SA8775P 139.99 ms 3 - 1005 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® SA8650P 139.99 ms 3 - 1005 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® SA8255P 139.99 ms 3 - 1005 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® QCS8450 210.907 ms 4 - 1008 MB NPU
NAFNet-DeBlur TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 44.656 ms 3 - 1090 MB NPU
NAFNet-DeBlur TFLITE float Snapdragon® 8 Elite Mobile 62.301 ms 2 - 1032 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® SA7255P 483.041 ms 3 - 1001 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® SA8295P 162.41 ms 3 - 738 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® Dragonwing™ Q-8750 62.301 ms 2 - 1032 MB NPU
NAFNet-DeBlur TFLITE float Qualcomm® Dragonwing™ IQ-9075 152.356 ms 1 - 150 MB NPU
NAFNet-DeBlur TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 60.273 ms 1 - 1099 MB NPU
NAFNet-DeBlur TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 123.385 ms 1 - 1192 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® QCS8275 169.472 ms 1 - 868 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 84.724 ms 1 - 5 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® SA8775P 84.58 ms 1 - 868 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® SA8650P 84.58 ms 1 - 868 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® SA8255P 84.58 ms 1 - 868 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® QCS8450 123.385 ms 1 - 1192 MB NPU
NAFNet-DeBlur TFLITE w8a8 Snapdragon® 8 Elite Mobile 40.239 ms 1 - 703 MB NPU
NAFNet-DeBlur TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 885.229 ms 138 - 542 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 109.926 ms 1 - 81 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® SA7255P 169.472 ms 1 - 868 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® SA8295P 116.821 ms 1 - 866 MB NPU
NAFNet-DeBlur TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 31.605 ms 1 - 1209 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 885.229 ms 138 - 542 MB NPU
NAFNet-DeBlur TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 40.239 ms 1 - 703 MB NPU

License

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

References

Community