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add Nafnet model to ldct-benchmark - #14

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kardSIM wants to merge 1 commit into
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kardSIM:method/nafnet-method
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add Nafnet model to ldct-benchmark #14
kardSIM wants to merge 1 commit into
eeulig:mainfrom
kardSIM:method/nafnet-method

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@kardSIM

@kardSIM kardSIM commented Aug 13, 2026

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Summary

Hi, I like this benchmark and found it very useful. I wanted to contribute by adding NAFNet as a new LDCT denoising method.

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Evaluation

I was able to obtain the Chest and Abdomen portions of the LDCT dataset, but I could not access the Neuro data because it requires restricted access. Therefore, I trained and evaluated NAFNet using only Chest and Abdomen data.

The obtained results are:

Method PSNR (Chest) PSNR (Abdomen) PSNR (Neuro) SSIM (Chest) SSIM (Abdomen) SSIM (Neuro)
LD 18.066 29.117 nan 0.312 0.856 nan
offline-run-20260812_235210-1ktgpkg2 28.092 33.939 nan 0.586 0.913 nan

I did not update the benchmark documentation, since I don't have access to the Neuro data and updating it would result in an unfair comparison. I would be happy to discuss the appropriate way to report these results.

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