Comments (3)
Hello WhoDunnett,
I actually considered this question before. The main concern is that if we use this definition, the poisoning ratio for dirty-label and clean-label would be based on different totals, which I believe would lead to some degree of ambiguity. So, I did not adopt this definition for attacks on clean-label. In order to maintain consistency in parameter definition, I sacrificed some convenience.
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Hi Ray,
Thank you for your reply. I do see how this could create confusion. However, I do believe this is how the poisoning ratio was defined by the authors of the SIG attack. In addition, it creates issues when the pratio multiplied by the length of the dataset is greater then the length of the number of samples in the given class. The reason I mention this is because I ran into this problem when using GTSRB.
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Hello WhoDunnett,
I agree with you that this is the poisoning ratio was defined by the authors. However, since all record and files are now saved with our pre-defined poisoning ratio, I do not think changing the implementation now is a good idea. So, I will add an explanation for all clean-label attack methods to avoid any further possible confusion. And sorry for inconvenience in applying these clean-label attack methods with GTSRB, you can first get the ratio of target class samples / all samples, and then calculate the poisoning ratio. As I have said before, In order to maintain consistency in our benchmark definition for all different attack methods, I sacrificed some convenience.
from backdoorbench.
Related Issues (20)
- Errors when we execute shell script
- LC attack source HOT 1
- missing resource
- Cannot generate poison data in SSBA algorithm HOT 5
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- Target Class of Label-Consistent in the Google Drive
- 您好,很敬佩该工作对于后门攻击的总结。 想请问下为什么 v1 里的 ft_attack 频域后门攻击 在v2 里被移除了呢
- How to use this library in an incremental manner? HOT 1
- Implementation issue with ANP HOT 3
- bpp attack source HOT 2
- Backdoor OneDrive Access Unavailable HOT 5
- About Missing Clean Model for TrojanNN Attack Implementation HOT 2
- RuntimeError: DataLoader worker (pid(s) 35464) exited unexpectedly HOT 1
- How can i use the Vit model.pt ? HOT 1
- can not generate trigger using low frequency attack for resnet18 HOT 1
- low test acc in the lira attack experimental HOT 1
- Is there an error in the calculation of outlier score in spectral.py HOT 2
- Model Zoo and Onedrive link cannot be accessed HOT 4
- CTRL
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