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Withoutnoisechannel#26

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MichPrencipe wants to merge 40 commits intomv-lab:mainmv-lab/swin2sr:mainfrom MichPrencipe:withoutnoisechannelMichPrencipe/swin2sr:withoutnoisechannelCopy head branch name to clipboard

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Commits on Aug 8, 2024

• add Notebook and BioSRDataLoader

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• add gitignore

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Commits on Aug 19, 2024

• lowering GPU memory requirement for developement

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Commits on Aug 21, 2024

• Merge pull request #1 from MichPrencipe/downscaling

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• add install deps file

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• Merge branch 'main' of github.com:MichPrencipe/swin2sr

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• fixed the environment and add libraries for training

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Commits on Aug 22, 2024

• create the training.py and connection to wandb

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Commits on Aug 27, 2024

• add predictor class to the notebook

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• notebook update

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Commits on Aug 28, 2024

• train for more epochss

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Commits on Sep 3, 2024

• trial with MSEloss

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Commits on Sep 6, 2024

• perform some augmentation, change the training script deleting the training loop

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• perform some augmentation, change the training script deleting the training loop

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• stop tracking logdir files

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Commits on Sep 9, 2024

• perform training with augmented data concatenated with the original data

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Commits on Sep 11, 2024

• add psnr in wandb charts

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Commits on Sep 12, 2024

• fixed name run on wandb, write a notebook to add poisson noise and gaussian

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Commits on Sep 13, 2024

• train with noise, modify the normalization

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Commits on Sep 18, 2024

• debug normalization

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• resize() should take float as input

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• fixed the psnr and the normalization

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Commits on Sep 19, 2024

• fixed the saving file

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Commits on Sep 20, 2024

• retrained the network with norm data and non noisy

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• train with noisy, but maybe there are some bug to fix, actually in the evaluation there isn't noise

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Commits on Sep 23, 2024

• training with 400 epochs on 768, 768 with callbacks

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• try to fix noisy data

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• fix biosr_loader

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• train on non noisy data

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• train and evaluation with noisy data

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• add set global seed

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• fix the determinism of the evaluation

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• correct the poisson noise factor

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• evaluation with correct level of noise

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Commits on Sep 24, 2024

• train 100 epochs with 1000 poisson noise and 5000 gauss

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Commits on Sep 26, 2024

• train and evaluation correct with 1000 noise and 1000 gauss, without noise in the channel

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• trying to add the noise in the channels

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Commits on Oct 4, 2024

• tiled prediction evaluation

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Commits on Oct 7, 2024

• tiled prediction

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• fix c2 in biosrdata, fix the progress bar

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