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JingyunLiang avatar JingyunLiang commented on May 3, 2024 3

Your idea deserves a try. To be honest, I didn't try it because I believe image restoration is a very local problem. We should process the image pixel by pixel (attention between pixels). From my intuition, there should have a performance drop if we process them patch by patch (attention between patches such as what IPT does). Imagine that the patch embedding process (e.g., using a strided convolution layer) is not invertible. The spatial information within a patch is lost, which may have extreme burden for the model to reconstruct pixels (pixel is our final goal) given a patch feature.

However, it can reduce the computation burden if we do so. You can try to use it and see the results.

from swinir.

JingyunLiang avatar JingyunLiang commented on May 3, 2024

Feel free to open it if you have more questions.

from swinir.

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