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pairlie's Issues

结果差异较大

为什么LOL-test中reference的结果与 eval 输出的结果差距这么大呢?按照文章中的方式reference出来的结果好像不太对

Hardcoded dataset size

Hi, noticed you've hardcoded the dataset size to 324 sets of paired images:

class DatasetFromFolder(data.Dataset):

   ...
   ...
   ...

    def __len__(self):
        return 324

(dataset.py line 53). This means that users training on custom datasets may either:

  1. Only use the first few images of a large training set
  2. Run into an indexing error similar to this one with a smaller dataset
Traceback (most recent call last):
  File "<console>", line 1, in <module>
  File "/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py", line 628, in __next__
    data = self._next_data()
  File "/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py", line 671, in _next_data
    data = self._dataset_fetcher.fetch(index)  # may raise StopIteration
  File "/opt/conda/lib/python3.7/site-packages/torch/utils/data/_utils/fetch.py", line 58, in fetch
    data = [self.dataset[idx] for idx in possibly_batched_index]
  File "/opt/conda/lib/python3.7/site-packages/torch/utils/data/_utils/fetch.py", line 58, in <listcomp>
    data = [self.dataset[idx] for idx in possibly_batched_index]
  File "/home/.../PairLIE/dataset.py", line 28, in __getitem__
    data_filenames = [join(join(self.data_dir, str(index+1)), x) for x in listdir(join(self.data_dir, str(index+1))) if is_image_file(x)]
FileNotFoundError: [Errno 2] No such file or directory: 'PairLIE/319'

Would it be possible to flag this in the .README or to add a command line argument for the custom dataset size?

Thanks

Questions about the function g(L)

Hi, I have noticed your work recently and interested with the idea of PairLIE.
When I read your paper and code, I found that the training progress seems to have no relation to the enhace phase.
So I wondering how do you determine the form of g(L)? As a hyperparameter or something else?
Thank you.

最终的输出结果

想请教一下作者,这个网络最终输出的结果如何才能转化成综合优化后的图片呢,而不是这种分解量形式的,谢谢

Meaning of L, R, I, D, X

Based on the paper

L: Illuminaton
R: Reflectance
I: Image

And I guess:

D: Residual
X: Noise

Am I correct?

However, I feel like I (left) looks worse than R (right).

image

Could you please clarify it? Thanks!

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