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wgws-net's Issues

About Dataset

Hello! This is a very good work. I am very interested in your work. I wonder if you can provide the sampled dataset, thank you~

RuntimeError: Error(s) in loading state_dict for UNet

A RuntimeError occurs when selecting the pre-trained model of Setting1 to train Setting2, indicating that there are missing keys in the model's state_dict. I tried to use the seting1 pre-trained model you provided and this error also occurred. There was a problem loading the pre-trained model into the UNet network. I wonder why this error occured.
Screenshot from 2024-01-19 16-32-56

outdoor-rain test set

Hello!Do you have the outdoor-rain test set? I downloaded it from the original paper and only saw the training set, not the test set. If not, how did you deal with it?

Missing files

Could you please upload the dataset_pairs_wRandomSample_ForAug3 file in the repository? The training_Setting1_wDP_Stage2.py file cannot run without this file.

Also, could you upload the code for training your model using Settings 2 and 3?

vgg

Thank you for your code. May I ask which pre-trained vgg model is used during the training process?

Question about the output of the network

Thank you for your contribution. The forward function outputs z+x, representing the clean image, where z acts as the compensatory element for the noise, akin to its negative value. For semantic segmentation tasks, should I solely utilize the feature map z without needing to combine it with x to form z+x? Is my understanding correct?

about graph

Hello, I'm very interested in your work and like to know how to draw this graph.
image

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