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Much lower loss but wrong output

Open yang-ruixin opened this issue 6 months ago • 1 comments

Hi authors,

Thanks for your great work.

I did an experiment:

  1. I trained a model successfully, with loss around 0.6, and the output were meaningful.
  2. I did gamma correction for all the input images.
  3. I trained the model again, got a much lower loss only aound 0.2, but the output were wrong.

canonical_depth canonical_diffuse_shading_1 canonical_normal

https://github.com/elliottwu/unsup3d/assets/39927800/d8c7cff0-3768-407a-977f-a7225b8ef6ce

https://github.com/elliottwu/unsup3d/assets/39927800/34f1f667-d3e8-42bb-993c-d9fb9cd8e83d

Any suggestions/explanations about lower loss but wrong output?

Thanks in advance.

yang-ruixin avatar Dec 05 '23 03:12 yang-ruixin

The two videos can't show above, so I add two links, thanks.

链接:https://pan.baidu.com/s/1IUQuDMEFjk4-W3xLCg-tww?pwd=l8xi 提取码:l8xi --来自百度网盘超级会员V4的分享

链接:https://pan.baidu.com/s/1PlxL7eOZYB9yYZmId_aBRw?pwd=ngep 提取码:ngep --来自百度网盘超级会员V4的分享

yang-ruixin avatar Dec 05 '23 03:12 yang-ruixin