fawkes VS mia

Compare fawkes vs mia and see what are their differences.

fawkes

Fawkes, privacy preserving tool against facial recognition systems. More info at https://sandlab.cs.uchicago.edu/fawkes (by Shawn-Shan)

mia

A library for running membership inference attacks against ML models (by spring-epfl)
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fawkes mia
109 1
5,139 110
- -
0.0 0.0
9 months ago over 1 year ago
Python Python
BSD 3-clause "New" or "Revised" License MIT License
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fawkes

Posts with mentions or reviews of fawkes. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-02-02.

mia

Posts with mentions or reviews of mia. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-06-01.
  • I want a reference to a real industry grade ML project with good structure & code.
    2 projects | /r/learnmachinelearning | 1 Jun 2021
    Projects on privacy in machine learning is what a lot of companies are moving towards. Here’s an end to end project by google called ‘Membership Inference Attacks’ (around 2017) that was one of the first papers on how someone can extract information about people from trained models - https://github.com/spring-epfl/mia Of course Membership Inference Attacks have come a long way since then, but this repository shows you how you can create datasets and train models for such attacks. It’s a really good project but can also be very challenging!

What are some alternatives?

When comparing fawkes and mia you can also consider the following projects:

python-fpe - FPE - Format Preserving Encryption with FF3 in Python

tf-encrypted - A Framework for Encrypted Machine Learning in TensorFlow

athena - Athena: A Framework for Defending Machine Learning Systems Against Adversarial Attacks

adversarial-robustness-toolbox - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams

civitai - A repository of models, textual inversions, and more

birday - 🎉 A beautiful Kotlin app to remember birthdays and events without having to open Facebook, set alarms or rely on Google Calendar

phash_public - phash attacks for CCS21

temporary-containers - Firefox Add-on that lets you open automatically managed disposable containers

NeosWCFaceTrack - OpenSeeFace fork allowing for Face Tracking in Neos VR through a single RGB webcam

anti-ocr - 對抗文字識別

Image-Anti-OCR

uBlock - uBlock Origin - An efficient blocker for Chromium and Firefox. Fast and lean.