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Finetune problem about flavr HOT 6 CLOSED

tarun005 avatar tarun005 commented on August 24, 2024
Finetune problem

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Comments (6)

tarun005 avatar tarun005 commented on August 24, 2024

I am not sure what is causing the problem. Did you check the pre-processing and post processing steps match that in the code?

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ECEMACHINE avatar ECEMACHINE commented on August 24, 2024

I am not sure what is causing the problem. Did you check the pre-processing and post processing steps match that in the code?
I don't think the infer code has problems since the result of your model seems really good. And I checked the training datasets, the data has no problem. It seems really wired. The training PSNR even pass 38.

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tarun005 avatar tarun005 commented on August 24, 2024

It typically happens when the mean and std used for preprocessing do not match that of evaluation. Urge you to check if the dataloader pipelines are consistent.

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ECEMACHINE avatar ECEMACHINE commented on August 24, 2024

It typically happens when the mean and std used for preprocessing do not match that of evaluation. Urge you to check if the dataloader pipelines are consistent.

I checked my pipelines and checked the images in every dataloader, it seems good. And I tried the Vimeo90k using your code,it turned out the PSNR was around just 15. Then I output the images of the dataloader, I found that the images of the same video were flipped by different angles or randomly cropped which means that the previous frame was not consistent with next frame. I don't know if it's right?

transforms.RandomCrop(256),

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tarun005 avatar tarun005 commented on August 24, 2024

I did fix the random seed before applying the transformation. It is somehow not working in your case. What versions of pytorch, torchvision and PIL are you using?

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ECEMACHINE avatar ECEMACHINE commented on August 24, 2024

I did fix the random seed before applying the transformation. It is somehow not working in your case. What versions of pytorch, torchvision and PIL are you using?

I am so sorry I did't notice the requirements. Thanks so much!

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