Note that,some repo base on tensorflow, but we fails to implement them in PyTorch. ⭐ denotes our reproduced version. To be continue...
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SV-UAP[CVPR'2018]
Paper: Art of singular vectors and universal adversarial perturbations
Description: Our implementation of SV-UAP is loss, here we provide the repo where we based on, please see here
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AAA[ECCV'2018]
Paper: Ask, Acquire, and Attack Data-free UAP Generation using Class Impressions
Official Code: https://github.com/val-iisc/AAA
Description:
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GD-UAP[TPAMI'2018]
Paper: Generalizable Data-free Objective for Crafting Universal Adversarial Perturbations
Official Code: https://github.com/val-iisc/gd-uap
PyTorch Code: https://github.com/psandovalsegura/pytorch-gd-uap
⭐Our revised:
pytorch-gd-uap -
NAG[CVPR'2018]
Paper: NAG - Network for Adversary Generation](https://arxiv.org/abs/1712.03390)
Official Code: https://github.com/val-iisc/nag
Description: NA
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FFF[BMVC'2017]
Paper: Fast Feature Fool: A data independent approach to universal adversarial perturbations](https://arxiv.org/abs/1707.05572)
Official Code: https://github.com/val-iisc/gd-uap
Description:
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UAP [CVPR'2017]
Paper: Universal adversarial perturbations
Pytorch Code: https://github.com/qilong-zhang/Pytorch_Universal-adversarial-perturbation
⭐Our revised:
Pytorch_Universal-adversarial-perturbation -
PD-UAP[CVPR2019]
Paper: Universal Adversarial Perturbation via Prior Driven Uncertainty Approximation
Pytorch Code: https://github.com/LynnHongLiu/PDUA
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DF-UAP [CVPR'2019]
Paper: Understanding Adversarial Examples from the Mutual Influence of Images and Perturbations
Pytorch Code: https://github.com/phibenz/uap_virtual_data.pytorch
⭐Our revised:
uap_virtual_data.pytorch-master/train_uap.py -
Cosine-UAP [ICCV'2021]
Paper: Data-free Universal Adversarial Perturbation and Black-box Attack
Official Code: https://github.com/ChaoningZhang/Cosine-UAP
⭐Our revised:
uap_virtual_data.pytorch-master/train_cosine_uap.py -
SGD-UAP [ICIP'2021]
Paper: Universal Adversarial Robustness of Texture and Shape-Biased Models
Pytorch Code: https://github.com/kenny-co/sgd-uap-torch
⭐Our revised:
sgd-uap-torch-master