Advbox is a toolbox to generate adversarial examples that fool neural networks in PaddlePaddle、PyTorch、Caffe2、MxNet、Keras、TensorFlow and Advbox can benchmark the robustness of machine learning models. Advbox give a command line tool to generate adversarial examples with Zero-Coding.
APACHE-2.0 License
Advbox Family is a series of AI model security tools set of Baidu Open Source,including the generation, detection and protection of adversarial examples, as well as attack and defense cases for different AI applications.
Advbox Family support Python 3.*.
A Lightweight Adv SDK For PaddlePaddle to generate adversarial examples.
Adversarialbox is a toolbox to generate adversarial examples that fool neural networks in PaddlePaddle、PyTorch、Caffe2、MxNet、Keras、TensorFlow and Advbox can benchmark the robustness of machine learning models.Advbox give a command line tool to generate adversarial examples with Zero-Coding. It is inspired and based on FoolBox v1.
AdvDetect is a toolbox to detect adversarial examples from massive data.
Data poisoning
Homepage of Face Recognition Attack
On defcon, we demonstrated T-shirts that can disappear under smart cameras. Under this sub-project, we open-source the programs and deployment methods of smart cameras for demonstration.
The restful API is used to detect whether the face in the picture/video is a false face.
If you use AdvBox in an academic publication, please cite as:
@misc{goodman2020advbox,
title={Advbox: a toolbox to generate adversarial examples that fool neural networks},
author={Dou Goodman and Hao Xin and Wang Yang and Wu Yuesheng and Xiong Junfeng and Zhang Huan},
year={2020},
eprint={2001.05574},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
Cloud-based Image Classification Service is Not Robust to Affine Transformation: A Forgotten Battlefield
@inproceedings{goodman2019cloud,
title={Cloud-based Image Classification Service is Not Robust to Affine Transformation: A Forgotten Battlefield},
author={Goodman, Dou and Hao, Xin and Wang, Yang and Tang, Jiawei and Jia, Yunhan and Wei, Tao and others},
booktitle={Proceedings of the 2019 ACM SIGSAC Conference on Cloud Computing Security Workshop},
pages={43--43},
year={2019},
organization={ACM}
}
https://github.com/baidu/AdvBox/issues
AdvBox support Apache License 2.0