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yuyi-sd / Robust_Rain_Removal

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About LMSE attack and #4

Closed raindrop313 closed 1 year ago

raindrop313 commented 1 year ago

Hi, thanks for your work, and I have a problem with the LMSE attack and the LPIPS attack proposed in your paper. Why does LPIPS attack targets machine vision, and LMSE attack targets human vision？

yuyi-sd commented 1 year ago

Hi,raindrop. That's correct. LMSE attack aims to perturb the detaining results in terms of MSE loss, which is more on the pixel-wise perturbations. And LPIPS attack aims to perturb the results in the image feature embedding space, and we use the perceptual loss here to evaluate.

yuyi-sd commented 1 year ago

Hi, thanks for your work, and I have a problem with the LMSE attack and the LPIPS attack proposed in your paper. Why does LPIPS attack targets machine vision, and LMSE attack targets human vision？