Awesome

CGBA: Curvature-aware Geometric Black-box Attack

Welcome to our repository featuring the official implementation of the CGBA algorithm. This work is accepted for publication in ICCV 2023. <br> The arXiv version of the paper is available here.

Requirements

Before executing the code, ensure that the following packages are installed in your environment:

• PyTorch and Trochvision
• Numpy
• Os
• SciPy

Or you can type the following to create an environment:

conda env create -f cgba_env.yml

Run

1. To execute the non-targeted attack, run Non_targeted_attack.py.
2. To execute the targeted attack, run Targeted_attack.py.

Citation

Please consider citing our paper in your publications if it contributes to your research.

@InProceedings{Reza_2023_ICCV,
    author    = {Reza, Md Farhamdur and Rahmati, Ali and Wu, Tianfu and Dai, Huaiyu},
    title     = {CGBA: Curvature-aware Geometric Black-box Attack},
    booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
    month     = {October},
    year      = {2023},
    pages     = {124-133}
}