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The Top 15 Python Machine Learning Robustness Open Source Projects

Open source projects categorized as Python Machine Learning Robustness
Categories > Machine Learning > Machine Learning
Categories > Robustness
Robustness ⭐ 728
Corruption and Perturbation Robustness (ICLR 2019)
total releases 3most recent commit 2 years ago
Faceimagequality ⭐ 416
Code and information for face image quality assessment with SER-FIQ
most recent commit a year ago
Diffusion Classifier ⭐ 255
Diffusion Classifier leverages pretrained diffusion models to perform zero-shot classification without additional training
most recent commit 6 months ago
Tiger ⭐ 108
Python toolbox to evaluate graph vulnerability and robustness (CIKM 2021)
total releases 11most recent commit 2 years ago
Face Robustness Benchmark ⭐ 63
An adversarial robustness evaluation library on face recognition.
most recent commit 2 years ago
Adanpc ⭐ 56
This is an official PyTorch implementation of the ICML 2023 paper AdaNPC and SIGKDD paper DRM.
most recent commit 7 months ago
Perceptual Advex ⭐ 39
Code and data for the ICLR 2021 paper "Perceptual Adversarial Robustness: Defense Against Unseen Threat Models".
total releases 8most recent commit 2 years ago
Adversarial Vision Challenge ⭐ 36
NIPS Adversarial Vision Challenge
total releases 18most recent commit 6 years ago
Popqorn ⭐ 29
An Algorithm to Quantify Robustness of Recurrent Neural Networks
most recent commit 4 years ago
Raw2logit ⭐ 27
In order to control processing-induced dataset drift we require two ingredients: raw sensor data and an image processing model. This code repository contains the materials for the second ingredient, the image processing models, as well as scripts to load data and run experiments. https://arxiv.org/abs/2211.02578
most recent commit a year ago
Mercury Robust ⭐ 12
mercury-robust is a framework to perform robust testing on ML models and datasets. It provides a collection of test that are easy to configure and helpful to guarantee robustness in your ML processes.
total releases 2most recent commit 8 months ago
Stereoscopic Universal Perturbations ⭐ 9
PyTorch Implementation of Stereoscopic Universal Perturbations across Different Architectures and Datasets (CVPR 2022)
most recent commit 2 years ago
Explabox ⭐ 8
Explore/examine/explain/expose your model with the explabox!
most recent commit a year ago
Hybrid_augment ⭐ 7
[ICCV 2023] HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness
most recent commit 7 months ago
Virny ⭐ 7
An in-depth performance profiling library for machine learning models
total releases 4most recent commit 4 months ago
The 6 Latest Releases In Python Machine Learning Robustness Open Source Projects
Virny ⭐ 7
An in-depth performance profiling library for machine learning models
total releases 4latest release August 14, 2023most recent commit 4 months ago
Tiger ⭐ 108
Python toolbox to evaluate graph vulnerability and robustness (CIKM 2021)
total releases 11latest release August 24, 2022most recent commit 2 years ago
Robustness ⭐ 728
Corruption and Perturbation Robustness (ICLR 2019)
total releases 3latest release October 06, 2018most recent commit 2 years ago
Adversarial Vision Challenge ⭐ 36
NIPS Adversarial Vision Challenge
total releases 18latest release September 17, 2018most recent commit 6 years ago
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