Comments (4)
Hi,
I don't recall these warnings, before I go about checking them, please verify packages version (specifically Pytorch) and that your image size is divisible by 2 (better by 4). Please let me know if this was the issue.
Regarding ZSSR - similarly to KernelGAN it is an image specific NN that trains on the input image only. Here KernelGAN uses ZSSR to train on the specific image and KERNEL! => No pre-training for ZSSR
from kernelgan.
Hi,
The size of the image I used was divisible by 4 (2178 x 1454). I am using torch==1.2.0, torchvision==0.4.0.
Thanks for the info on how ZSSR works.
Also, I used this for blind SR of a real image. There were no crazy artifacts in the output image but at the same time it was also very close to a naive upsampling from gimp. Any tips on getting better results on real images would be helpful?
from kernelgan.
I used torch 1.0.0, try switching to that and see if you still get the warnings. Any way, if you didn't change configurations then I don't recall this warning.
Regarding the SR quality - some images are much more 'difficult' to do SR. It could be for several reasons e.g. type of camera, motion blur, the single kernel assumption doesn't hold etc. Our method works well in many cases but not all.
from kernelgan.
Thanks for all the information.
from kernelgan.
Related Issues (20)
- X4 kernel specs in DIV2KRK HOT 1
- It seems like a bug?
- UnknownError: Failed to get convolution algorithm. This is probably because cuDNN failed to initialize HOT 5
- RuntimeError: cuDNN error: CUDNN_STATUS_BAD_PARAM HOT 2
- network parameter asking HOT 6
- Why do you swap axis? HOT 2
- why not directly save the params of Generator for downscaling? why not non-linear? HOT 3
- Question about the DownScaleLoss HOT 1
- About DIV2KRK HOT 1
- about Generator and Discriminator output size HOT 5
- Questions about generator networks HOT 2
- How do you generate such an image? HOT 8
- How do you visualize the ".mat" files HOT 3
- There was a problem with training in another data set HOT 1
- How to gain the PSNR and SSIM HOT 2
- What's the meaning of "input-dir" and "input_img_path"
- Is your training data set the same as your test set HOT 2
- Why there needs flip orperation when calculate the kernel ? HOT 1
- No file .mat HOT 1
- ValueError: shapes (512,512,1) and (3,) not aligned: 1 (dim 2) != 3 (dim 0) HOT 2
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