There are 2 repositories under domain-generalization topic.
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization
Corruption and Perturbation Robustness (ICLR 2019)
A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.
A Harder ImageNet Test Set (CVPR 2021)
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation (ICLR 2020 spotlight)
An Official Repo of CVPR '20 "MSeg: A Composite Dataset for Multi-Domain Segmentation"
Domain Generalization with MixStyle. ICLR'21.
ImageNet-R(endition) and DeepAugment (ICCV 2021)
Learning Meta Face Recognition in Unseen Domains, CVPR, Oral, 2020
Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.
CVPR2022, BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning, https://arxiv.org/abs/2203.01522
CrossNorm and SelfNorm for Generalization under Distribution Shifts, ICCV 2021
[CVPR2021] Meta Batch-Instance Normalization for Generalizable Person Re-Identification
OOD Generalization and Detection (ACL 2020)
MASKER: Masked Keyword Regularization for Reliable Text Classification (AAAI 2021)
[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain
Benchmarks for semi-supervised domain generalization.
"Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness" (NeurIPS 2020).
Unsupervised Domain Adaptation for Computer Vision Tasks
Code for EMNLP-IJCNLP 2019 MRQA Workshop Paper: "Domain-agnostic Question-Answering with Adversarial Training"
Domain Generalization via Gradient Surgery
Code for the paper "Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets", ICCV 2019
Crawl Federated Learning & Interested Topics Arxiv Papers Everyday
A collection of awesome things about domain generalization, including papers, code, etc.
Matching space stereo networks - MSNet, with improved generalization properties
Domain Adaptation and Generalization for Medical Image Analysis
[ICLR'22] Self-supervised learning optimally robust representations for domain shift.
TOWARDS DOMAIN GENERALIZATION IN UNDERWATER OBJECT DETECTION
This repository is an unofficial implementation in PyTorch for Learning to Generate Novel Domains for Domain Generalization
Velodrome combines semi-supervised learning and out-of-distribution generalization (domain generalization) for drug response prediction and pharmacogenomics
On Minimum Discrepancy Estimation for Deep Domain Adaptation
A PyTorch toolbox for domain adaptation, domain generalization, federated learning DA/DG, active learning DA/DG, ALDG and semi-supervised learning DA/DG.
A More Robust Domain Feature Decoupling Network. <Huawei 2020 2nd Artificial Intelligence Innovation Competition>
Deep Domain generalization and domain adaptation