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JWSoh avatar JWSoh commented on June 5, 2024

For the real images, first, accurate kernel estimation is required to get plausible result.
Second, most of the real images have JPEG compression artifacts and noise. It looks like the JPEG artifacts are boosted. So, add a small amount of noise during adaptation for better performance.

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Rainyliuliu avatar Rainyliuliu commented on June 5, 2024

how to test by using my own dataset?

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972461099 avatar 972461099 commented on June 5, 2024

how to test by using my own dataset?

You just need to replace the pictures in ‘Input/g20/Set5’ and delete the relevant code of 'gt' in test.py

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akhil451 avatar akhil451 commented on June 5, 2024

For the real images, first, accurate kernel estimation is required to get plausible result.
Second, most of the real images have JPEG compression artifacts and noise. It looks like the JPEG artifacts are boosted. So, add a small amount of noise during adaptation for better performance.

How do i do that? I'm not sure which part is adaptation.

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zerodohero avatar zerodohero commented on June 5, 2024

For the real images, first, accurate kernel estimation is required to get plausible result.
Second, most of the real images have JPEG compression artifacts and noise. It looks like the JPEG artifacts are boosted. So, add a small amount of noise during adaptation for better performance.

Your method is amazing, I can ask where in the code noise can be added to improve the picture quality, I am a novice, first of all thank you for your answer

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zerodohero avatar zerodohero commented on June 5, 2024

how to test by using my own dataset?

You just need to replace the pictures in ‘Input/g20/Set5’ and delete the relevant code of 'gt' in test.py

Hello, I also encountered the same problem, have you solved it? How to solve it?

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BassantTolba1234 avatar BassantTolba1234 commented on June 5, 2024

Please @zerodohero I'm facing a problem when i load the pretrained model , specially when it reads the checkpoint
this is the error .. how did you kindly solve it please ??

NotFoundError (see above for traceback): Key MODEL/conv7/kernel/Adam_3 not found in checkpoint
[[Node: save/RestoreV2_69 = RestoreV2[dtypes=[DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/RestoreV2_69/tensor_names, save/RestoreV2_69/shape_and_slices)]]

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BassantTolba1234 avatar BassantTolba1234 commented on June 5, 2024

Please @akhil451 I'm facing a problem when i load the pretrained model , specially when it reads the checkpoint
this is the error .. how did you kindly solve it please ??

NotFoundError (see above for traceback): Key MODEL/conv7/kernel/Adam_3 not found in checkpoint
[[Node: save/RestoreV2_69 = RestoreV2[dtypes=[DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/RestoreV2_69/tensor_names, save/RestoreV2_69/shape_and_slices)]]

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BassantTolba1234 avatar BassantTolba1234 commented on June 5, 2024

Please @Rainyliuliu I'm facing a problem when i load the pretrained model , specially when it reads the checkpoint
this is the error .. how did you kindly solve it please ??

NotFoundError (see above for traceback): Key MODEL/conv7/kernel/Adam_3 not found in checkpoint
[[Node: save/RestoreV2_69 = RestoreV2[dtypes=[DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/RestoreV2_69/tensor_names, save/RestoreV2_69/shape_and_slices)]]

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BassantTolba1234 avatar BassantTolba1234 commented on June 5, 2024

Please @zerodohero I'm facing a problem when i load the pretrained model , specially when it reads the checkpoint
this is the error .. how did you kindly solve it please ??

NotFoundError (see above for traceback): Key MODEL/conv7/kernel/Adam_3 not found in checkpoint
[[Node: save/RestoreV2_69 = RestoreV2[dtypes=[DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/RestoreV2_69/tensor_names, save/RestoreV2_69/shape_and_slices)]]

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