domain-generalization

There are 5 repositories under domain-generalization topic.

transferlearning
jindongwang / transferlearning
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
transferlearning domain-adaptation transfer-learning survey deep-learning generalization few-shot tutorial-code theory papers few-shot-learning meta-learning domain-generalization representation-learning unsupervised-learning machine-learning self-supervised-learning paper style-transfer domain-adaption
Language:Python 12910
KaiyangZhou / Dassl.pytorch
A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.
pytorch benchmark-datasets semi-supervised-learning domain-adaptation domain-generalization deep-learning machine-learning computer-vision artificial-intelligence deep-neural-networks
Language:Python 1087
hendrycks / robustness
Corruption and Perturbation Robustness (ICLR 2019)
computer-vision convolutional-neural-networks deep-learning domain-generalization imagenet machine-learning ml-safety pytorch robustness
Language:Python 969
hendrycks / natural-adv-examples
A Harder ImageNet Test Set (CVPR 2021)
adversarial-attacks robustness adversarial-example ml-safety imagenet domain-generalization
Language:Python 573
tim-learn / awesome-test-time-adaptation
Collection of awesome test-time (domain/batch/instance) adaptation methods
distribution-shift source-free-domain-adaptation test-time-adaptation test-time-augmentation test-time-training continual-test-time-adaptation domain-adaptation domain-generalization transfer-learning
514
hytseng0509 / CrossDomainFewShot
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation (ICLR 2020 spotlight)
few-shot-learning meta-learning domain-generalization iclr2020
Language:Python 320
Rongjiehuang / GenerSpeech
PyTorch Implementation of GenerSpeech (NeurIPS'22): a text-to-speech model towards zero-shot style transfer of OOD custom voice.
domain-generalization neurips-2022 speech-synthesis style-transfer text-to-speech tts
Language:Python 306
junkunyuan / Awesome-Domain-Generalization
Awesome things about domain generalization, including papers, code, etc.
domain-generalization awesome-list deep-learning datasets libraries papers awesome
281
Luodian / Generalizable-Mixture-of-Experts
GMoE could be the next backbone model for many kinds of generalization task.
deep-learning domain-generalization pytorch pytorch-implementation mixture-of-experts
Language:Python 281
KaiyangZhou / mixstyle-release
Domain Generalization with MixStyle (ICLR'21)
domain-generalization representation-learning feature-statistics iclr2021 image-classification person-reidentification reinforcement-learning
Language:Python 255
hendrycks / imagenet-r
ImageNet-R(endition) and DeepAugment (ICCV 2021)
robustness domain-adaptation domain-generalization out-of-distribution ml-safety
Language:Python 243
mseg-dataset / mseg-api
An Official Repo of CVPR '20 "MSeg: A Composite Dataset for Multi-Domain Segmentation"
domain-generalization multi-domain-segmentation python semantic-segmentation
Language:Python 243
zhihou7 / BatchFormer
CVPR2022, BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning, https://arxiv.org/abs/2203.01522
representation-learning long-tailed-recognition domain-generalization domain-adaptation zero-shot-learning few-shot-learning contrastive-learning cvpr2022
Language:Python 236
Feaxure-fresh / TL-Bearing-Fault-Diagnosis
Bearing Fault Diagnosis Employing Transfer Learning Techniques: Domain Adaptation and Domain Generalization
domain-adaptation fault-diagnosis transfer-learning domain-generalization
Language:Python 233
jindongwang / tlbook-code
Code for Transfer Learning book--《迁移学习导论》配套代码
domain-adaptation transfer-learning domain-generalization federated-learning
Language:Python 229
ZhangYuanhan-AI / NOAH
Searching prompt modules for parameter-efficient transfer learning.
prompt-tuning transfer-learning domain-generalization visual-prompting pre-trained-model pytorch deep-learning
Language:Python 203
ShengcaiLiao / QAConv
[ECCV 2020] QAConv: Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting, and [CVPR 2022] GS: Graph Sampling Based Deep Metric Learning
person-reidentification person-re-identification person-reid person-retrieval person-search person-recognition re-identification re-id temporal-models adaptive-convolution interpretability interpretable-deep-learning correspondence image-matching generalization generalizability deep-metric-learning metric-learning reid domain-generalization
Language:Python 196
microsoft / robustdg
Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.
machine-learning domain-generalization causality privacy-preserving-machine-learning artificial-intelligence
Language:Python 169
cleardusk / MFR
Learning Meta Face Recognition in Unseen Domains, CVPR, Oral, 2020
cvpr-2020 domain-adaptation domain-generalization face-recognition meta-learning
147
rshaojimmy / RFMetaFAS
[AAAI 2020] Pytorch codes for Regularized Fine-grained Meta Face Anti-spoofing
domain-generalization face-antispoofing meta-learning
Language:Python 139
lixiaotong97 / DSU
[ICLR 2022] Official pytorch implementation of "Uncertainty Modeling for Out-of-Distribution Generalization" in International Conference on Learning Representations (ICLR) 2022.
domain-generalization iclr2022 out-of-distribution
Language:Python 137
BeierZhu / Prompt-align
[ICCV 2023] Prompt-aligned Gradient for Prompt Tuning
few-shot-classifcation image-classification clip prompt-tuning domain-generalization pytorch
Language:Python 133
amazon-science / crossnorm-selfnorm
CrossNorm and SelfNorm for Generalization under Distribution Shifts, ICCV 2021
normalization model-robustness computer-vision natural-language-processing domain-generalization domain-adaptation iccv-2021
Language:Python 123
YyzHarry / multi-domain-imbalance
[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond
deep-learning domain-adaptation domain-generalization eccv eccv-2022 imbalance imbalanced-classification imbalanced-data imbalanced-learning long-tail long-tailed-recognition multi-domain multi-domain-learning ood ood-generalization
Language:Python 119
weitianxin / awesome-distribution-shift
A curated list of papers and resources about the distribution shift in machine learning.
artificial-intelligence deep-learning distribution-shift domain-adaptation domain-generalization fairness generalization graph machine-learning neural-network robustness
97
HiLab-git / DAG4MIA
Domain Adaptation and Generalization for Medical Image Analysis
domain-adaptation domain-generalization medical-imaging
Language:Python 96
microsoft / UDA
Unsupervised Domain Adaptation for Computer Vision Tasks
domain-adaptation discriminator dann domain-generalization
Language:Python 94
zzzqzhou / Dual-Normalization
[CVPR‘22] Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization
domain-generalization medical-image-segmentation
Language:Python 90
YyzHarry / SubpopBench
[ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift
benchmark domain-generalization out-of-distribution subgroup subpopulation subpopulation-shift class-imbalance ood-generalization ood-robustness spurious-correlations icml icml-2023
Language:Python 88
rshaojimmy / MADDoG
[CVPR 2019] Pytorch codes for Multi-adversarial Discriminative Deep Domain Generalization for Face Presentation Attack Detection
adversarial-learning domain-generalization face-antispoofing
Language:Python 81
vita-epfl / UniTraj
A Unified Framework for scalable Vehicle Trajectory Prediction
domain-generalization generalizability multi-dataset-training trajectory-prediction framework cross-dataset-evaluation
Language:Python 71
bismex / MetaBIN
[CVPR2021] Meta Batch-Instance Normalization for Generalizable Person Re-Identification
cvpr2021 cvpr person-reid person-reidentification re-id meta-learning maml domain-generalization dg normalization instance-normalization normalisation
Language:Python 69
conditionWang / FLNK
Federated Learning with New Knowledge -- explore to incorporate various new knowledge into existing FL systems and evolve these systems to reduce costs, extend their lifespan, and facilitate sustainable development.
continual-learning federated-learning domain-adaptation domain-generalization foundation-models large-language-models multiparty-computation out-of-distribution-detection sustainability
69
iCGY96 / APR
[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain
robustness frequency-analysis domain-generalization out-of-distribution-detection imagenet-c
Language:Python 69
yfzhang114 / AdaNPC
This is an official PyTorch implementation of the ICML 2023 paper AdaNPC and SIGKDD paper DRM.
domain-generalization machine-learning robustness test-time-adaptation
Language:Python 69
KaiyangZhou / ssdg-benchmark
Benchmarks for semi-supervised domain generalization.
domain-generalization semi-supervised-learning neural-networks deep-learning pytorch
Language:Python 66

domain-generalization

jindongwang / transferlearning

KaiyangZhou / Dassl.pytorch

hendrycks / robustness

hendrycks / natural-adv-examples

tim-learn / awesome-test-time-adaptation

hytseng0509 / CrossDomainFewShot

Rongjiehuang / GenerSpeech

junkunyuan / Awesome-Domain-Generalization

Luodian / Generalizable-Mixture-of-Experts

KaiyangZhou / mixstyle-release

hendrycks / imagenet-r

mseg-dataset / mseg-api

zhihou7 / BatchFormer

Feaxure-fresh / TL-Bearing-Fault-Diagnosis

jindongwang / tlbook-code

ZhangYuanhan-AI / NOAH

ShengcaiLiao / QAConv

microsoft / robustdg

cleardusk / MFR

rshaojimmy / RFMetaFAS

lixiaotong97 / DSU

BeierZhu / Prompt-align

amazon-science / crossnorm-selfnorm

YyzHarry / multi-domain-imbalance

weitianxin / awesome-distribution-shift

HiLab-git / DAG4MIA

microsoft / UDA

zzzqzhou / Dual-Normalization

YyzHarry / SubpopBench

rshaojimmy / MADDoG

vita-epfl / UniTraj

bismex / MetaBIN

conditionWang / FLNK

iCGY96 / APR

yfzhang114 / AdaNPC

KaiyangZhou / ssdg-benchmark