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robustness

Here are 136 public repositories matching this topic...

BorealisAI / advertorch

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A Toolbox for Adversarial Robustness Research

security benchmarking machine-learning pytorch toolbox robustness adversarial-learning adversarial-machine-learning adversarial-example adversarial-examples adversarial-attacks adversarial-perturbations

Updated Sep 25, 2020
Jupyter Notebook

hendrycks / robustness

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Corruption and Perturbation Robustness (ICLR 2019)

machine-learning computer-vision deep-learning pytorch imagenet convolutional-neural-networks ai-safety robustness domain-generalization

Updated Nov 25, 2020
Python

clovaai / assembled-cnn

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Tensorflow implementation of "Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network"

computer-vision deep-learning tensorflow imagenet image-classification convolutional-neural-networks transfer-learning robustness mce food-101 inference-throughput

Updated Jul 10, 2020
Python

hendrycks / natural-adv-examples

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A Harder ImageNet Test Set

imagenet robustness adversarial-example adversarial-attacks domain-generalization ml-safety

Updated Nov 16, 2020
Python

avilum / linqit

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Extends python lists with LINQ functionality for clean, fast coding.

python linq syntax metadata awesome csharp containers dynamic clean-code metaprogramming efficiency clean python3 dynamic-programming powerful development-tools robustness csharp-linq

Updated Dec 6, 2020
Python

hendrycks / ss-ood

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Self-Supervised Learning for OOD Detection (NeurIPS 2019)

uncertainty robustness self-supervised self-supervised-learning out-of-distribution-detection

Updated Apr 22, 2020
Python

pterhoer / FaceImageQuality

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Code and information for face image quality assessment with SER-FIQ

quality machine-learning computer-vision face biometrics face-recognition quality-estimation quality-metrics robustness quality-measures

Updated Nov 30, 2020
Python

ChandlerBang / awesome-graph-attack-papers

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Adversarial attacks and defenses on Graph Neural Networks.

machine-learning awesome deep-learning graph awesome-list defense robustness literature-review adversarial-examples adversarial-attacks graph-neural-networks

Updated Nov 23, 2020

ashafahi / free_adv_train

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Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.

attack classification robust adversarial robustness adversarial-learning attack-defense adversarial-machine-learning adversarial-example adversarial-examples adversarial-attacks

Updated Jun 8, 2019
Python

bethgelab / robust-detection-benchmark

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Code, data and benchmark from the paper "Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming" (NeurIPS 2019 ML4AD)

game-of-thrones object-detection autonomous-driving pascal-voc cityscapes robustness distortions ms-coco corruptions

Updated Jul 25, 2019
Jupyter Notebook

spotahome / gontroller

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Go library to create resilient feedback loop/control controllers.

kubernetes infrastructure reconciliation controller operator feedback-loop control-theory resilience robustness

Updated Oct 13, 2019
Go

modestyachts / ImageNetV2

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A new test set for ImageNet

dataset imagenet robustness generalization overfitting

Updated Nov 19, 2019
Jupyter Notebook

gmh14 / RobNets

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[CVPR 2020] When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks

robustness neural-architecture-search adversarial-examples deep-learning-architectures adversarial-attacks

Updated Oct 21, 2020
Python

AakashKumarNain / AugMix_TF2

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TF2.0 port for Augmix paper

python computer-vision deep-learning tensorflow classification augmentation keras-tensorflow robustness

Updated Feb 4, 2020
Python

hendrycks / pre-training

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Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)

uncertainty calibration ai-safety robustness adversarial-examples pretrained data-corruption out-of-distribution-detection

Updated May 15, 2019
Python

hendrycks / imagenet-r

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ImageNet-R(endition) and DeepAugment

robustness domain-adaptation out-of-distribution domain-generalization

Updated Aug 6, 2020
Python

johnno1962 / Fortify

Sponsor Star

Making Swift more robust

swift robustness

Updated Nov 26, 2020
Swift

recentrifuge

khyox / recentrifuge

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Recentrifuge: robust comparative analysis and contamination removal for metagenomics

nanopore ngs metagenomics comparative-genomics kraken contamination clark robustness centrifuge low-biomass lmat

Updated Nov 2, 2020
Python

square-attack

max-andr / square-attack

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Square Attack: a query-efficient black-box adversarial attack via random search [ECCV 2020]

random-search robustness adversarial-attacks black-box-attacks zeroth-order-optimization adversarial-robustness

Updated Jul 2, 2020
Python

huanzhang12 / CROWN-IBP

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Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).

robustness adversarial-machine-learning adversarial-examples adversarial-defense robustness-verification crown-ibp ibp-bounds crown-bounds verified-errors

Updated Jul 22, 2020
Python

rgeirhos / shortcut-perspective

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Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)

deep-learning shortcut robustness generalisation interdisciplinary shortcut-learning

Updated Jun 11, 2020
Python

tml-epfl / understanding-fast-adv-training

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Understanding and Improving Fast Adversarial Training [NeurIPS 2020]

robust-optimization robustness adversarial-examples adversarial-training

Updated Oct 25, 2020
Python

Lingkai-Kong / SDE-Net

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Code for paper: SDE-Net: Equipping Deep Neural network with Uncertainty Estimates

deep-learning uncertainty-quantification robustness open-world-classification

Updated Oct 22, 2020
Python

supikiti / PNCC

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A implementation of Power Normalized Cepstral Coefficients: PNCC

deep-learning speech-recognition mfcc speech-processing robustness pncc speech-enhancement

Updated Aug 11, 2019
Python

YyzHarry / ME-Net

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[ICML 2019] ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation

defense matrix-completion robustness adversarial-example adversarial-attacks ml-safety matrix-estimation

Updated Apr 15, 2020
Python

bethgelab / adversarial-vision-challenge

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NIPS Adversarial Vision Challenge

python machine-learning deep-neural-networks neural-networks robustness adversarial-examples

Updated Sep 17, 2018
Python

KaidiXu / auto_LiRPA

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[NeurIPS 2020]auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks

robustness adversarial-machine-learning adversarial-examples adversarial-defense robustness-verification ibp-bounds crown-bound certified-defense-models

Updated Nov 2, 2020
Python

yangarbiter / robust-local-lipschitz

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A Closer Look at Accuracy vs. Robustness

robustness adversarial-machine-learning adversarial-examples tradeoff local-lipschitz

Updated Jul 12, 2020
Python

dtak / adversarial-robustness-public

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Code for AAAI 2018 accepted paper: "Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients"

interpretability robustness

Updated Nov 28, 2017
Jupyter Notebook

camelop / NLP-Robustness

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OOD Generalization and Detection (ACL 2020)

transformers albert bert robustness roberta out-of-distribution out-of-distribution-detection domain-generalization out-of-domain

Updated Apr 15, 2020
Python

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