zhangzp9970

MIA

Unofficial pytorch implementation of paper: Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures

Amplified-MIA

Official code for paper: Z. Zhang, X. Wang, J. Huang and S. Zhang, "Analysis and Utilization of Hidden Information in Model Inversion Attacks," in IEEE Transactions on Information Forensics and Security, doi: 10.1109/TIFS.2023.3295942

torchplus

torchplus is a utilities library that extends pytorch and torchvision

awesome-ml-privacy-attacks

An awesome list of papers on privacy attacks against machine learning

benchmark_VAE

Unifying Variational Autoencoder (VAE) implementations in Pytorch (NeurIPS 2022)

breaching

Breaching privacy in federated learning scenarios for vision and text

DeepInversion

Official PyTorch implementation of Dreaming to Distill: Data-free Knowledge Transfer via DeepInversion (CVPR 2020)

DSBN

Official Implementation of "Domain Specific Batch Normalization for Unsupervised Domain Adaptation (CVPR2019)"

examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

excelCPU

16-bit CPU for Excel, and related files

face.evoLVe.PyTorch

🔥🔥High-Performance Face Recognition Library on PyTorch🔥🔥

generative-models

Generative Models by Stability AI

gpt-2

Code for the paper "Language Models are Unsupervised Multitask Learners"

Model-Inversion-Attack-ToolBox

A comprehensive toolbox for model inversion attacks and defenses, which is easy to get started.

NBNet

neuroCombat

Harmonization of multi-site imaging data with ComBat (Python)

openfl

An open framework for Federated Learning.

PerceptualSimilarity

LPIPS metric. pip install lpips

PLG-MI-Attack

[AAAI 2023] Pseudo Label-Guided Model Inversion Attack via Conditional Generative Adversarial Network

Plug-and-Play-Attacks

Source code for our ICML 2022 paper "Plug & Play Attacks: Towards Robust and Flexible Model Inversion Attacks".

pytorch-CycleGAN-and-pix2pix

Image-to-Image Translation in PyTorch

pytorch-fid

Compute FID scores with PyTorch.

PyTorch-VAE

A Collection of Variational Autoencoders (VAE) in PyTorch.

RLB-MI

This is a PyTorch implementation of the paper "Reinforcement Learning-Based Black-Box Model Inversion Attacks" accepted by CVPR 2023.

secretflow

A unified framework for privacy-preserving data analysis and machine learning

stablediffusion

High-Resolution Image Synthesis with Latent Diffusion Models

stargan-v2

StarGAN v2 - Official PyTorch Implementation (CVPR 2020)

stylegan2-ada-pytorch

StyleGAN2-ADA - Official PyTorch implementation

stylegan3

Official PyTorch implementation of StyleGAN3

zhangzp9970

README