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Add Lp-bounded patch adversary for object detection #242

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merged 11 commits into from
Feb 4, 2024

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@mzweilin mzweilin commented Feb 2, 2024

What does this PR do?

This PR depends on #241

This PR adds a Lp-bounded patch adversary for object detection.

The trick is maintaining an Lp bounded perturbation, and adding it to a static image in a composer module.

Type of change

Please check all relevant options.

  • Improvement (non-breaking)
  • Bug fix (non-breaking)
  • New feature (non-breaking)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • This change requires a documentation update

Testing

Please describe the tests that you ran to verify your changes. Consider listing any relevant details of your test configuration.

  • pytest
  • CUDA_VISIBLE_DEVICES=0 python -m mart experiment=CIFAR10_CNN_Adv trainer=gpu trainer.precision=16 reports 70% (21 sec/epoch).
  • CUDA_VISIBLE_DEVICES=0,1 python -m mart experiment=CIFAR10_CNN_Adv trainer=ddp trainer.precision=16 trainer.devices=2 model.optimizer.lr=0.2 trainer.max_steps=2925 datamodule.ims_per_batch=256 datamodule.world_size=2 reports 70% (14 sec/epoch).

Before submitting

  • The title is self-explanatory and the description concisely explains the PR
  • My PR does only one thing, instead of bundling different changes together
  • I list all the breaking changes introduced by this pull request
  • I have commented my code
  • I have added tests that prove my fix is effective or that my feature works
  • New and existing unit tests pass locally with my changes
  • I have run pre-commit hooks with pre-commit run -a command without errors

Did you have fun?

Make sure you had fun coding 🙃

@mzweilin mzweilin changed the base branch from main to mzweilin/patch_adversary February 2, 2024 21:59
@mzweilin mzweilin mentioned this pull request Feb 2, 2024
15 tasks
Base automatically changed from mzweilin/patch_adversary to main February 4, 2024 16:19
@mzweilin mzweilin merged commit 3862abe into main Feb 4, 2024
5 checks passed
@mzweilin mzweilin deleted the mzweilin/lp_patch_adversary branch February 4, 2024 16:31
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