domain-generalization

Here are 33 public repositories matching this topic...

jindongwang / transferlearning

Star 7.7k

Everything about Transfer Learning and Domain Adaptation--迁移学习

deep-learning survey theory transfer-learning papers tutorial-code domain-adaptation generalization transferlearning domainadaptation meta-learning few-shot few-shot-learning domain-generalization

• Updated Sep 1, 2021
• Python

hendrycks / robustness

Star 557

Corruption and Perturbation Robustness (ICLR 2019)

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

• Updated May 3, 2021
• Python

KaiyangZhou / Dassl.pytorch

Star 398

A PyTorch toolbox for domain adaptation and semi-supervised learning.

machine-learning deep-neural-networks computer-vision deep-learning pytorch artificial-intelligence semi-supervised-learning domain-adaptation benchmark-datasets domain-generalization

• Updated Aug 30, 2021
• Python

hendrycks / natural-adv-examples

Star 374

A Harder ImageNet Test Set (CVPR 2021)

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

• Updated Mar 1, 2021
• Python

hytseng0509 / CrossDomainFewShot

Star 227

Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation (ICLR 2020 spotlight)

meta-learning few-shot-learning domain-generalization iclr2020

• Updated Apr 12, 2020
• Python

mseg-dataset / mseg-api

Star 178

An Official Repo of CVPR '20 "MSeg: A Composite Dataset for Multi-Domain Segmentation"

python semantic-segmentation domain-generalization multi-domain-segmentation

• Updated May 6, 2021
• Python

cleardusk / MFR

Star 131

Learning Meta Face Recognition in Unseen Domains, CVPR, Oral, 2020

face-recognition domain-adaptation meta-learning domain-generalization cvpr-2020

• Updated Mar 25, 2020

hendrycks / imagenet-r

Star 110

ImageNet-R(endition) and DeepAugment (ICCV 2021)

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

• Updated Jul 23, 2021
• Python

KaiyangZhou / mixstyle-release

Star 108

Domain Generalization with MixStyle. ICLR'21.

reinforcement-learning image-classification representation-learning person-reidentification domain-generalization iclr2021 feature-statistics

• Updated Aug 5, 2021
• Python

microsoft / robustdg

Star 90

Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.

machine-learning artificial-intelligence causality privacy-preserving-machine-learning domain-generalization

• Updated Aug 25, 2021
• Python

camelop / NLP-Robustness

Star 47

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

alinlab / MASKER

Star 43

MASKER: Masked Keyword Regularization for Reliable Text Classification (AAAI 2021)

text-classification out-of-distribution-detection domain-generalization

• Updated Dec 18, 2020
• Python

seanie12 / mrqa

Star 32

Code for EMNLP-IJCNLP 2019 MRQA Workshop Paper: "Domain-agnostic Question-Answering with Adversarial Training"

nlp question-answering domain-generalization mrqa2019

• Updated Jul 30, 2020
• Python

KaiyangZhou / ssdg-benchmark

Star 31

Benchmarks for semi-supervised domain generalization.

deep-learning pytorch neural-networks semi-supervised-learning domain-generalization

• Updated Aug 6, 2021
• Python

garyzhao / ME-ADA

Star 31

"Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness" (NeurIPS 2020).

robustness domain-generalization adversarial-data-augmentation

• Updated Nov 27, 2020
• Python

bismex / MetaBIN

Star 30

[CVPR2021] Meta Batch-Instance Normalization for Generalizable Person Re-Identification

cvpr normalization maml person-reidentification dg meta-learning re-id normalisation instance-normalization person-reid domain-generalization cvpr2021

• Updated Apr 19, 2021
• Python

amazon-research / crossnorm-selfnorm

Star 26

CrossNorm and SelfNorm for Generalization under Distribution Shifts (ICCV 2021)

natural-language-processing computer-vision normalization domain-adaptation domain-generalization model-robustness

• Updated Sep 1, 2021
• Python

ricvolpi / domain-shift-robustness

Star 20

Code for the paper "Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets", ICCV 2019

combinatorial-search adversarial-attacks black-box-attacks evolution-algorithm adversarial-training domain-generalization

• Updated Mar 17, 2020
• Python

mousecpn / DG-YOLO

Star 12

TOWARDS DOMAIN GENERALIZATION IN UNDERWATER OBJECT DETECTION

domain-generalization underwater-object-detection

• Updated Nov 28, 2020
• Python

ccj5351 / MS-Nets

Star 11

Matching space stereo networks - MSNet, with improved generalization properties

stereo-matching domain-generalization matching-space

• Updated Mar 10, 2021
• Python

mahfujur1 / MDE-DDA

Star 7

On Minimum Discrepancy Estimation for Deep Domain Adaptation

deep-learning image-classification domain-adaptation domain-generalization

• Updated Mar 30, 2019

iCGY96 / APR

Star 7

[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain

frequency-analysis robustness out-of-distribution-detection domain-generalization

• Updated Sep 2, 2021
• Python

lucasmansilla / DGvGS

Star 7

Domain Generalization via Gradient Surgery

deep-learning image-classification domain-generalization gradient-surgery

• Updated Sep 2, 2021
• Python

mahfujur1 / CAAN

Star 5

Domain adaptation and domain generalization

deep-learning image-classification domain-adaptation domain-generalization

• Updated Mar 29, 2019

HiLab-git / DAG4MIA

Star 5

Domain Adaptation and Generalization for Medical Image Analysis

medical-imaging domain-adaptation domain-generalization

• Updated Sep 1, 2021

Complicateddd / R-DFDN

Star 5

A More Robust Domain Feature Decoupling Network. <Huawei 2020 2nd Artificial Intelligence Innovation Competition>

mnist robustness domain-adaptation domain-generalization

• Updated Aug 15, 2020
• Python

mahfujur1 / DDG

Star 5

Deep Domain generalization and domain adaptation

deep-learning image-classification domain-adaptation domain-generalization

• Updated Mar 29, 2019

mahfujur1 / mit-DG

Star 5

Multi-component Image Translation for Deep Domain Generalization (Deep Domain Adaptation)

machine-learning deep-neural-networks deep-learning image-classification image-translation domain-adaptation domain-generalization

• Updated May 2, 2020

mousecpn / L2A-OT

Star 3

This repository is an unofficial implementation in PyTorch for Learning to Generate Novel Domains for Domain Generalization

domain-generalization

• Updated Nov 20, 2020
• Python

bghojogh / Siamese-Network-Histopathology

Star 1

The code for the paper "Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study"

triplet-loss triplet siamese-network histopathology domain-generalization

• Updated Oct 17, 2020
• Python

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