domain-generalization

There are 2 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
deep-learning domain-adaptation domain-adaption domain-generalization few-shot few-shot-learning generalization machine-learning meta-learning paper papers representation-learning self-supervised-learning style-transfer survey theory transfer-learning transferlearning tutorial-code unsupervised-learning
Language:Python 9418
thuml / Transfer-Learning-Library
Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization
domain-adaptation transfer-learning finetune open-set-domain-adaptation partial-domain-adaptation unsupervised-domain-adaptation semantic-segmentation keypoint-detection cyclegan-pytorch image-translation adversarial-learning deep-learning domain-generalization person-reidentification
Language:Python 1596
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 693
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 578
hendrycks / natural-adv-examples
A Harder ImageNet Test Set (CVPR 2021)
adversarial-attacks adversarial-example domain-generalization imagenet ml-safety robustness
Language:Python 441
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 263
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 215
KaiyangZhou / mixstyle-release
Domain Generalization with MixStyle. ICLR'21.
domain-generalization representation-learning feature-statistics iclr2021 image-classification person-reidentification reinforcement-learning
Language:Python 170
hendrycks / imagenet-r
ImageNet-R(endition) and DeepAugment (ICCV 2021)
robustness domain-adaptation domain-generalization out-of-distribution ml-safety
Language:Python 165
cleardusk / MFR
Learning Meta Face Recognition in Unseen Domains, CVPR, Oral, 2020
cvpr-2020 domain-adaptation domain-generalization face-recognition meta-learning
138
microsoft / robustdg
Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.
artificial-intelligence causality domain-generalization machine-learning privacy-preserving-machine-learning
Language:Python 132
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 87
amazon-research / 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 82
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 51
camelop / NLP-Robustness
OOD Generalization and Detection (ACL 2020)
albert bert domain-generalization out-of-distribution out-of-distribution-detection out-of-domain roberta robustness transformers
Language:Python 50
alinlab / MASKER
MASKER: Masked Keyword Regularization for Reliable Text Classification (AAAI 2021)
domain-generalization out-of-distribution-detection text-classification
Language:Python 48
iCGY96 / APR
[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain
domain-generalization frequency-analysis imagenet-c out-of-distribution-detection robustness
Language:Python 43
KaiyangZhou / ssdg-benchmark
Benchmarks for semi-supervised domain generalization.
domain-generalization semi-supervised-learning neural-networks deep-learning pytorch
Language:Python 41
garyzhao / ME-ADA
"Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness" (NeurIPS 2020).
adversarial-data-augmentation domain-generalization robustness
Language:Python 39
microsoft / UDA
Unsupervised Domain Adaptation for Computer Vision Tasks
domain-adaptation discriminator dann domain-generalization
Language:Python 36
seanie12 / mrqa
Code for EMNLP-IJCNLP 2019 MRQA Workshop Paper: "Domain-agnostic Question-Answering with Adversarial Training"
question-answering domain-generalization mrqa2019 nlp
Language:Python 35
lucasmansilla / DGvGS
Domain Generalization via Gradient Surgery
deep-learning domain-generalization domain-shift gradient-surgery image-classification pytorch
Language:Python 26
ricvolpi / domain-shift-robustness
Code for the paper "Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets", ICCV 2019
domain-generalization adversarial-attacks black-box-attacks adversarial-training combinatorial-search evolution-algorithm
Language:Python 23
qiaojy19 / FL-Daily
Crawl Federated Learning & Interested Topics Arxiv Papers Everyday
domain-adaptation domain-generalization federated-learning generative-adversarial-network poisoning-attack
Language:Python 22
junkunyuan / Awesome-Domain-Generalization
A collection of awesome things about domain generalization, including papers, code, etc.
domain-generalization awesome-list deep-learning person-re-identification face-recognition face-anti-spoofing lifelong-learning datasets libraries papers
18
ccj5351 / MS-Nets
Matching space stereo networks - MSNet, with improved generalization properties
domain-generalization matching-space stereo-matching
Language:Python 17
HiLab-git / DAG4MIA
Domain Adaptation and Generalization for Medical Image Analysis
domain-adaptation domain-generalization medical-imaging
16
ryoungj / optdom
[ICLR'22] Self-supervised learning optimally robust representations for domain shift.
distribution-shift domain-generalization machine-learning python pytorch representation-learning self-supervised-learning
Language:Python 16
mousecpn / DG-YOLO
TOWARDS DOMAIN GENERALIZATION IN UNDERWATER OBJECT DETECTION
domain-generalization underwater-object-detection
Language:Python 15
mousecpn / L2A-OT
This repository is an unofficial implementation in PyTorch for Learning to Generate Novel Domains for Domain Generalization
domain-generalization
Language:Python 12
chenghao-ch94 / DFRFS
domain-generalization few-shot-learning
8
hosseinshn / Velodrome
Velodrome combines semi-supervised learning and out-of-distribution generalization (domain generalization) for drug response prediction and pharmacogenomics
bioinformatics domain-generalization drug-response-prediction out-of-distribution-generalization pharmacogenomics transferlearning
Language:Python 8
mahfujur1 / MDE-DDA
On Minimum Discrepancy Estimation for Deep Domain Adaptation
domain-adaptation domain-generalization deep-learning image-classification
7
MaXuSun / domainext
A PyTorch toolbox for domain adaptation, domain generalization, federated learning DA/DG, active learning DA/DG, ALDG and semi-supervised learning DA/DG.
domain-adaptation self-supervised-learning domain-generalization federated-learning
Language:Python 7
Complicateddd / R-DFDN
A More Robust Domain Feature Decoupling Network. <Huawei 2020 2nd Artificial Intelligence Innovation Competition>
domain-adaptation robustness mnist domain-generalization
Language:Python 5
mahfujur1 / DDG
Deep Domain generalization and domain adaptation
domain-adaptation domain-generalization deep-learning image-classification
5

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Related Topics

deep-learning pytorch computer-vision segmentation semantic-segmentation