Giter Club home page Giter Club logo

ppba's Introduction

This is the project page of our paper:

Projection & Probability-Driven Black-Box Attack,
Li, J., Ji, R., Liu, H., Liu, J., Zhong, B., Deng, C., & Tian, Q. CVPR 2020. arXiv

Code

Our codes are based on cg563/simple-blackbox-attack. Please refer to their repository for more details.

To run PPBA, please check main.py for ImageNet and gcv.py for Google Cloud Vision API.

Citation

If our paper helps your research, please cite it in your publications:

@InProceedings{Li_2020_CVPR,
author = {Li, Jie and Ji, Rongrong and Liu, Hong and Liu, Jianzhuang and Zhong, Bineng and Deng, Cheng and Tian, Qi},
title = {Projection & Probability-Driven Black-Box Attack},
booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2020}
}

Feel free to contact to the authors ([email protected]) or create a new issue if you find any problems.

ppba's People

Contributors

thefool32 avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar

ppba's Issues

linf norm attack

Hi and thanks for open source. I am very interested in your paper. I have a question. If I want to make PPBA perform linf norm attack, how do I need to modify the code?

What does the argument "--n_samples" mean?

For example, if I test 1000 images to evaluate the attack success rate. Does --n_samples 1000?
Also, u = np.zeros((N_SAMPLES, LOW_DIM)) r = np.random.uniform(size=(N_SAMPLES, LOW_DIM)) , How to understand this?

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.