Comments (3)
Hi @Simon-Stma
Thanks for your interest in our work. It's easy to generalize UnMix to clustering-based methods like SwAV. You can simply consider replacing the soft distance of positive and negative pairs in contrastive loss with soft cluster assignment (i.e., soft fitness between features z and a code q) in SwAV. Specifically, in SwAV, there are similarly two image features
where
For UnMix on SwAV, we can also replace one of image feature with normal order of mixture and reverse order of mixture, i.e.,
The final objective is:
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Thank you very much for your reply in your busy schedule! I understand what you mean。
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Hi @Simon-Stma We have released the code of Un-Mix + SwAV on CIFAR and ImageNet datasets: https://github.com/szq0214/Un-Mix/tree/master/UnMix_SwAV, you can have a look in this repo for the implementation.
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Related Issues (8)
- The image after mixup will be assigned as positive sample or negative sample? HOT 2
- Code for training and test HOT 1
- Cool work HOT 1
- L_m Loss HOT 1
- Can you provide the code combined with SimCLR? HOT 4
- Updated with a demo of UnMix for a fast trial
- Experimental results of this work on 200 epochs on CIFAR and Tiny-ImageNet
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