domain-generalization

There are 7 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 13270
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 1169
hendrycks / robustness
Corruption and Perturbation Robustness (ICLR 2019)
imagenet robustness pytorch deep-learning convolutional-neural-networks computer-vision machine-learning domain-generalization ml-safety
Language:Python 1001
tim-learn / awesome-test-time-adaptation
Collection of awesome test-time (domain/batch/instance) adaptation methods
continual-test-time-adaptation distribution-shift domain-adaptation domain-generalization source-free-domain-adaptation test-time-adaptation test-time-augmentation test-time-training transfer-learning
676
hendrycks / natural-adv-examples
A Harder ImageNet Test Set (CVPR 2021)
adversarial-attacks adversarial-example domain-generalization imagenet ml-safety robustness
Language:Python 586
junkunyuan / Awesome-Domain-Generalization
Awesome things about domain generalization, including papers, code, etc.
awesome awesome-list datasets deep-learning domain-generalization libraries papers
355
hytseng0509 / CrossDomainFewShot
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation (ICLR 2020 spotlight)
domain-generalization few-shot-learning iclr2020 meta-learning
Language:Python 327
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 313
Feaxure-fresh / TL-Fault-Diagnosis-Library
Fault Diagnosis Employing Transfer Learning Techniques: Domain Adaptation and Domain Generalization
domain-adaptation transfer-learning domain-generalization open-set-domain-adaptation partial-domain-adaptation universal-domain-adaptation fault-detection-and-diagnosis
Language:Python 305
Luodian / Generalizable-Mixture-of-Experts
GMoE could be the next backbone model for many kinds of generalization task.
deep-learning domain-generalization mixture-of-experts pytorch pytorch-implementation
Language:Python 291
KaiyangZhou / mixstyle-release
Domain Generalization with MixStyle (ICLR'21)
domain-generalization representation-learning feature-statistics iclr2021 image-classification person-reidentification reinforcement-learning
Language:Python 270
hendrycks / imagenet-r
ImageNet-R(endition) and DeepAugment (ICCV 2021)
domain-adaptation domain-generalization ml-safety out-of-distribution robustness
Language:Python 250
jindongwang / tlbook-code
Code for Transfer Learning book--《迁移学习导论》配套代码
domain-adaptation domain-generalization federated-learning transfer-learning
Language:Python 247
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 247
zhihou7 / BatchFormer
CVPR2022, BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning, https://arxiv.org/abs/2203.01522
contrastive-learning cvpr2022 domain-adaptation domain-generalization few-shot-learning long-tailed-recognition representation-learning zero-shot-learning
Language:Python 244
ZhangYuanhan-AI / NOAH
[TPAMI] Searching prompt modules for parameter-efficient transfer learning.
deep-learning domain-generalization pre-trained-model prompt-tuning pytorch transfer-learning visual-prompting
Language:Python 216
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 201
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 171
vita-epfl / UniTraj
A Unified Framework for scalable Vehicle Trajectory Prediction, ECCV 2024
domain-generalization generalizability multi-dataset-training trajectory-prediction framework cross-dataset-evaluation
Language:Python 167
cleardusk / MFR
Learning Meta Face Recognition in Unseen Domains, CVPR, Oral, 2020
face-recognition meta-learning cvpr-2020 domain-adaptation domain-generalization
147
BeierZhu / Prompt-align
[ICCV 2023] Prompt-aligned Gradient for Prompt Tuning
clip domain-generalization few-shot-classifcation image-classification prompt-tuning pytorch
Language:Python 146
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 141
rshaojimmy / RFMetaFAS
[AAAI 2020] Pytorch codes for Regularized Fine-grained Meta Face Anti-spoofing
domain-generalization face-antispoofing meta-learning
Language:Python 141
amazon-science / crossnorm-selfnorm
CrossNorm and SelfNorm for Generalization under Distribution Shifts, ICCV 2021
computer-vision domain-adaptation domain-generalization iccv-2021 model-robustness natural-language-processing normalization
Language:Python 128
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 127
HiLab-git / DAG4MIA
Domain Adaptation and Generalization for Medical Image Analysis
domain-adaptation domain-generalization medical-imaging
Language:Python 110
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
104
microsoft / UDA
Unsupervised Domain Adaptation for Computer Vision Tasks
domain-adaptation discriminator dann domain-generalization
Language:Python 100
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 97
zzzqzhou / Dual-Normalization
[CVPR‘22] Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization
domain-generalization medical-image-segmentation
Language:Python 94
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 82
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
76
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 74
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 70
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
Kaiseem / SLAug
[AAAI 2023] Official PyTorch implementation of the paper "SLAug: Rethinking Data Augmentation for Single-source Domain Generalization in Medical Image Segmentation"
aaai2023 domain domain-adaptation domain-generalization medical-image-segmentation segmentation-models single-source-domain-generalization
Language:Jupyter Notebook 67