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domain-generalization

Here are 46 public repositories matching this topic...

transferlearning

jindongwang / transferlearning

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

machine-learning deep-learning paper survey style-transfer theory transfer-learning papers representation-learning unsupervised-learning tutorial-code domain-adaptation generalization transferlearning meta-learning few-shot few-shot-learning self-supervised-learning domain-generalization domain-adaption

Updated Mar 18, 2022
Python

thuml / Transfer-Learning-Library

Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

deep-learning transfer-learning semantic-segmentation image-translation person-reidentification adversarial-learning domain-adaptation finetune unsupervised-domain-adaptation cyclegan-pytorch keypoint-detection domain-generalization open-set-domain-adaptation partial-domain-adaptation

Updated Mar 22, 2022
Python

hendrycks / robustness

Corruption and Perturbation Robustness (ICLR 2019)

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

Updated May 3, 2021
Python

KaiyangZhou / Dassl.pytorch

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 Mar 17, 2022
Python

hendrycks / natural-adv-examples

A Harder ImageNet Test Set (CVPR 2021)

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

Updated Mar 1, 2021
Python

hytseng0509 / CrossDomainFewShot

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

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

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

Updated Dec 28, 2021
Python

hendrycks / imagenet-r

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

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

Updated Jul 23, 2021
Python

KaiyangZhou / mixstyle-release

Domain Generalization with MixStyle. ICLR'21.

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

Updated Nov 24, 2021
Python

cleardusk / MFR

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

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

Updated Dec 29, 2021

microsoft / robustdg

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 Mar 20, 2022
Python

amazon-research / crossnorm-selfnorm

CrossNorm and SelfNorm for Generalization under Distribution Shifts, ICCV 2021

natural-language-processing computer-vision normalization domain-adaptation domain-generalization model-robustness iccv-2021

Updated Sep 10, 2021
Python

camelop / NLP-Robustness

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

bismex / MetaBIN

[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 Nov 10, 2021
Python

alinlab / MASKER

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

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

Updated Dec 18, 2020
Python

KaiyangZhou / ssdg-benchmark

Benchmarks for semi-supervised domain generalization.

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

Updated Dec 2, 2021
Python

zhihou7 / BatchFormer

CVPR2022, BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning

representation-learning zero-shot-learning domain-adaptation few-shot-learning domain-generalization contrastive-learning long-tailed-recognition

Updated Mar 20, 2022
Python

iCGY96 / APR

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

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

Updated Dec 20, 2021
Python

garyzhao / ME-ADA

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

robustness domain-generalization adversarial-data-augmentation

Updated Nov 27, 2020
Python

seanie12 / mrqa

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

microsoft / UDA

ToAlign: Task-oriented Alignment for Unsupervised Domain Adaptation

discriminator domain-adaptation dann domain-generalization

Updated Nov 28, 2021
Python

ricvolpi / domain-shift-robustness

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

lucasmansilla / DGvGS

Domain Generalization via Gradient Surgery

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

Updated Mar 10, 2022
Python

ccj5351 / MS-Nets

Matching space stereo networks - MSNet, with improved generalization properties

stereo-matching domain-generalization matching-space

Updated Mar 10, 2021
Python

ryoungj / optdom

[ICLR'22] Self-supervised learning optimally robust representations for domain shift.

python machine-learning pytorch representation-learning self-supervised-learning domain-generalization distribution-shift

Updated Feb 2, 2022
Python

mousecpn / DG-YOLO

TOWARDS DOMAIN GENERALIZATION IN UNDERWATER OBJECT DETECTION

domain-generalization underwater-object-detection

Updated Nov 28, 2020
Python

HiLab-git / DAG4MIA

Domain Adaptation and Generalization for Medical Image Analysis

medical-imaging domain-adaptation domain-generalization

Updated Mar 4, 2022

mousecpn / L2A-OT

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

domain-generalization

Updated Oct 10, 2021
Python

junkunyuan / Awesome-Domain-Generalization

A collection of awesome things about domain generalization, including papers, code, etc.

deep-learning libraries awesome-list face-recognition papers datasets lifelong-learning person-re-identification face-anti-spoofing domain-generalization

Updated Feb 21, 2022

hosseinshn / Velodrome

Velodrome combines semi-supervised learning and out-of-distribution generalization (domain generalization) for drug response prediction and pharmacogenomics

bioinformatics pharmacogenomics transferlearning domain-generalization drug-response-prediction out-of-distribution-generalization

Updated Nov 17, 2021
Python

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