Zj-BinXia / DiffIR

This project is the official implementation of 'Diffir: Efficient diffusion model for image restoration', ICCV2023
Apache License 2.0
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想问一下,为什么不能直接将Z和D用来调制bakcbone,而是要分别添加扩散和去噪过程? #14

Closed CuddleSabe closed 11 months ago

CuddleSabe commented 11 months ago

我觉得如果不用diffusion和danoise,而是使用您的KDSR中的KD约束或者更简单的linear+l1约束,是否也能起到差不都的效果。DiffIR中的diffusion究竟起到了多大的作用?谢谢!

I think if you don't use diffusion and denoise, but use the KD constraint in your KDSR or the simpler linear+l1 constraint, will it have similar effects? What role does diffusion in DiffIR play? Thanks!

Zj-BinXia commented 11 months ago

Take a look at Table 4 of the paper, DiffIRS2-V1 and DiffIRS2-V3. Using diffusion can further bring a gain of 0.5 FID. The noise modeling of Diffusion brings strong generation ability, which can further improve visual quality while ensuring that low-frequency information is not damaged