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jbeomlee93 / AdvCAM

Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic Segmentation (CVPR 2021)
MIT License
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Question about Table 4. #8

Closed hchoi71 closed 3 years ago

hchoi71 commented 3 years ago

Thanks for sharing this great work!

Just wondering if you could also share the code that reproduces table 4, especially AdvCAM with SEAM.

I found the SEAM GitHub and I assume that your AdvCAM should be replaced with cam in SEAM code as shown in the below link [https://github.com/YudeWang/SEAM/blob/c55601649c5fa676836d3ec70ec044541b7d1d83/network/resnet38_SEAM.py#L32]

Could you please guide me on how to merge your AdvCAM into the SEAM module?

Thanks

jbeomlee93 commented 3 years ago

Hi @hchoi71,

I downloaded pre-trained model of SEAM at the official SEAM repository (https://github.com/YudeWang/SEAM), and applied adversarial climbing similar to obtain_CAM_masking.py.

More specifically, adversarial climbing was done on logit, GAP(cam), before up-sampled and before PCM module.

We then accumulate our localization maps (in Equation 4) using CAM after PCM module.

Thanks.