AdvFreeze

Novel training method for Adversarial Robustness in image classifiers (by roshie548)

AdvFreeze reviews and mentions

Posts with mentions or reviews of AdvFreeze. We have used some of these posts to build our list of alternatives and similar projects.
  • [R][P] AdvFreeze - Adversarial training for robustness without sacrificing clean accuracy
    1 project | /r/MachineLearning | 15 Oct 2021
    Hi all! Just some background, this is a project that I (along with my partner) worked on for an undergraduate class on Deep Neural Nets. The goal of the project was to design and implement a robust TinyImageNet classifier that would perform well on a hidden test set, despite unknown test-time perturbation. As a part of this project, we were required to research and come up with at least 1 novel idea, implement it, and report our findings. Our idea, which we dubbed "AdvFreeze", is described in here, and we were pretty happy with our findings: https://github.com/roshie548/AdvFreeze/blob/main/report.pdf
  • [R][P] AdvFreeze - An adversarial training method
    1 project | /r/MachineLearning | 14 Oct 2021
    Read about our novel adversarial training method here: https://github.com/roshie548/AdvFreeze/blob/main/report.pdf

Stats

Basic AdvFreeze repo stats
2
1
2.6
almost 3 years ago

The primary programming language of AdvFreeze is Jupyter Notebook.


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