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Training details about Datasets

Open leftdoor opened this issue 4 years ago • 3 comments

Thanks for sharing. When I see the codes, I can't find random flipping and 90-degree rotation in data perprocessing. And I trained the project(5×5 and upscale=4,channels=64) by myself, but my results on the test datasets are a little lower than yours(PSNR on six dataset: 29.45,30.99,37.17,31.62,30.39,31.78), but your pretrained model can get the result in this paper, so i think maybe is the problem about data augmentation(you did it but i didn't)?

leftdoor avatar Nov 24 '20 03:11 leftdoor

Thanks for the comments. The codes for data augmentation are at Line 33-43 of 'utils.py'. Your reproduced results are very close to our released ones. We thind that the degradation may be caused by randomness during training.

YingqianWang avatar Nov 25 '20 12:11 YingqianWang

You can try to increase the HR patchsize to 128 when generate training data for 4xSR. This may help to improve the SR performance. The size of LR patches for 2xSR and 4xSR should be kept identical (i.e., 32x32).

YingqianWang avatar Mar 16 '21 15:03 YingqianWang

Thanks for your reply, and i will try it.

leftdoor avatar Mar 16 '21 15:03 leftdoor