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caiyuanhao1998 avatar caiyuanhao1998 commented on September 28, 2024

What problem have you encountered?

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Junyu99 avatar Junyu99 commented on September 28, 2024

We have trained DAUHST-2stg, 3stg, 5stg model by using your provided source code and commands. And we got the results as follows:
2stg: Epoch 296: testing psnr = 36.35, ssim = 0.957, time: 0.05 (PSNR,SSIM: 36.34/0.952 in paper, +0.01/+0.005)
3stg: Epoch 277: testing psnr = 36.95, ssim = 0.963, time: 0.06 (PSNR,SSIM: 37.21/0.959 in paper, -0.26/+0.004)
5stg: Epoch 242: testing psnr = 37.62, ssim = 0.968, time: 0.22 (PSNR,SSIM: 37.75/0.962 in paper, -0.13/+0.006)

It is confusing to me that PSNR results of DAUHSR-3stg and 5stg model we have trained are worse than the results in your paper, but the SSIM results of DAUHST-3stg and 5stg model are better than the results in your paper.

Does the random seed affect the results so much?

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caiyuanhao1998 avatar caiyuanhao1998 commented on September 28, 2024

This is the relative training error within a reasonable range.
It is OK. I suggest you to train several times if you are not satisfied.

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Junyu99 avatar Junyu99 commented on September 28, 2024

Alright, thanks for your reply.

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caiyuanhao1998 avatar caiyuanhao1998 commented on September 28, 2024

You are welcome

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