Generalizing to Unseen Domains: A Survey on Domain Generalization

2 March 2021

Papers citing "Generalizing to Unseen Domains: A Survey on Domain Generalization"

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Title
Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift Yongduo Sui Qitian Wu Jiancan Wu Qing Cui Longfei Li An Zhang Xiang Wang Xiangnan He OOD 17 31 0 05 Nov 2022
GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization Xuhai Xu Han Zhang Yasaman S. Sefidgar Yiyi Ren Xin Liu ... Tim Althoff Margaret E. Morris E. Riskin Jennifer Mankoff A. Dey 27 38 0 04 Nov 2022
Understanding and Mitigating Overfitting in Prompt Tuning for Vision-Language Models Cheng Ma Yang Liu Jiankang Deng Lingxi Xie Weiming Dong Changsheng Xu VLM VPVLM 26 43 0 04 Nov 2022
Trade-off between reconstruction loss and feature alignment for domain generalization Thuan Q. Nguyen Boyang Lyu Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 24 1 0 26 Oct 2022
Learning to Augment via Implicit Differentiation for Domain Generalization Ting-Hsiang Wang Da Li Kaiyang Zhou Tao Xiang Yi-Zhe Song 17 0 0 25 Oct 2022
1st Place Solution of The Robust Vision Challenge 2022 Semantic Segmentation Track Junfei Xiao Zhichao Xu Shiyi Lan Zhiding Yu Alan Yuille Anima Anandkumar 11 5 0 23 Oct 2022
TTTFlow: Unsupervised Test-Time Training with Normalizing Flow David Osowiechi G. A. V. Hakim Mehrdad Noori Milad Cheraghalikhani Ismail Ben Ayed Christian Desrosiers OOD 17 21 0 20 Oct 2022
Measures of Information Reflect Memorization Patterns Rachit Bansal Danish Pruthi Yonatan Belinkov 23 8 0 17 Oct 2022
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization Chaoqi Chen Luyao Tang Feng Liu Gangming Zhao Yue Huang Yizhou Yu 19 31 0 14 Oct 2022
Predicting Fine-Tuning Performance with Probing Zining Zhu Soroosh Shahtalebi Frank Rudzicz 18 9 0 13 Oct 2022
Association Graph Learning for Multi-Task Classification with Category Shifts Jiayi Shen Zehao Xiao Xiantong Zhen Cees G. M. Snoek M. Worring OOD 31 4 0 10 Oct 2022
VM-NeRF: Tackling Sparsity in NeRF with View Morphing M. Bortolon Alessio Del Bue Fabio Poiesi 28 7 0 09 Oct 2022
Using Interventions to Improve Out-of-Distribution Generalization of Text-Matching Recommendation Systems Parikshit Bansal Yashoteja Prabhu Emre Kıcıman Amit Sharma CML OOD 17 0 0 07 Oct 2022
Towards Out-of-Distribution Adversarial Robustness Adam Ibrahim Charles Guille-Escuret Ioannis Mitliagkas Irina Rish David M. Krueger P. Bashivan OOD 23 6 0 06 Oct 2022
Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer Junming Chen Meirui Jiang Qianming Dou Qifeng Chen FedML OOD 14 43 0 03 Oct 2022
Deep Spatial Domain Generalization Dazhou Yu Guangji Bai Yun-Qing Li Liang Zhao OOD 14 2 0 03 Oct 2022
Information-Theoretic Analysis of Unsupervised Domain Adaptation Ziqiao Wang Yongyi Mao 38 11 0 03 Oct 2022
Domain Generalization -- A Causal Perspective Paras Sheth Raha Moraffah K. S. Candan A. Raglin Huan Liu CML OOD 40 17 0 30 Sep 2022
Generalizability of Adversarial Robustness Under Distribution Shifts Kumail Alhamoud Hasan Hammoud Motasem Alfarra Bernard Ghanem OOD 43 8 0 29 Sep 2022
A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection Navid Ghassemi E. F. Ersi AAML OODD 13 4 0 26 Sep 2022
Meta-Learning a Cross-lingual Manifold for Semantic Parsing Tom Sherborne Mirella Lapata 38 13 0 26 Sep 2022
Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models Marouane Il Idrissi Nicolas Bousquet Fabrice Gamboa Bertrand Iooss Jean-Michel Loubes 14 2 0 23 Sep 2022
AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization Dazhuo Wang Jianfei Yang Wei Cui Lihua Xie S. Sun 22 28 0 21 Sep 2022
Generalizing through Forgetting -- Domain Generalization for Symptom Event Extraction in Clinical Notes Sitong Zhou K. Lybarger Meliha Yetisgen-Yildiz Mari Ostendorf 12 2 0 20 Sep 2022
Bootstrap Generalization Ability from Loss Landscape Perspective Huanran Chen Shitong Shao Ziyi Wang Zirui Shang Jin Chen Xiaofeng Ji Xinxiao Wu OOD 61 17 0 18 Sep 2022
Out-of-Distribution Representation Learning for Time Series Classification Wang Lu Jindong Wang Xinwei Sun Yiqiang Chen Xingxu Xie OODD OOD 22 34 0 15 Sep 2022
Segmenting Known Objects and Unseen Unknowns without Prior Knowledge Stefano Gasperini Alvaro Marcos-Ramiro Michael Schmidt Nassir Navab Benjamin Busam F. Tombari 25 8 0 12 Sep 2022
SSL-WM: A Black-Box Watermarking Approach for Encoders Pre-trained by Self-supervised Learning Peizhuo Lv Pan Li Shenchen Zhu Shengzhi Zhang Kai Chen ... Fan Xiang Yuling Cai Hualong Ma Yingjun Zhang Guozhu Meng AAML 20 7 0 08 Sep 2022
Language-aware Domain Generalization Network for Cross-Scene Hyperspectral Image Classification Yuxiang Zhang Mengmeng Zhang Wei Li Shuai Wang Ran Tao VLM 24 106 0 06 Sep 2022
Single-source Domain Expansion Network for Cross-Scene Hyperspectral Image Classification Yuxiang Zhang Wei Li Weidong Sun Ran Tao Qian Du 13 184 0 04 Sep 2022
Generalization in Neural Networks: A Broad Survey Chris Rohlfs OOD AI4CE 11 6 0 04 Sep 2022
Towards Optimization and Model Selection for Domain Generalization: A Mixup-guided Solution Wang Lu Jindong Wang Yidong Wang Xingxu Xie OOD 11 5 0 01 Sep 2022
Shortcut Learning of Large Language Models in Natural Language Understanding Mengnan Du Fengxiang He Na Zou Dacheng Tao Xia Hu KELM OffRL 19 81 0 25 Aug 2022
Meta-Causal Feature Learning for Out-of-Distribution Generalization Yuqing Wang Xiangxian Li Zhuang Qi Jingyu Li Xuelong Li Xiangxu Meng Lei Meng OOD OODD BDL 20 25 0 22 Aug 2022
Transfer Ranking in Finance: Applications to Cross-Sectional Momentum with Data Scarcity Daniel Poh Stephen J. Roberts S. Zohren 24 7 0 21 Aug 2022
Background Invariance Testing According to Semantic Proximity Zukang Liao Pengfei Zhang Min Chen 8 0 0 19 Aug 2022
Domain-Specific Risk Minimization for Out-of-Distribution Generalization Yi-Fan Zhang Jindong Wang Jian Liang Zhang Zhang Baosheng Yu Liangdao Wang Dacheng Tao Xingxu Xie OOD 13 16 0 18 Aug 2022
USB: A Unified Semi-supervised Learning Benchmark for Classification Yidong Wang Hao Chen Yue Fan Wangbin Sun R. Tao ... T. Shinozaki Bernt Schiele Jindong Wang Xingxu Xie Yue Zhang 19 112 0 12 Aug 2022
MultiMatch: Multi-task Learning for Semi-supervised Domain Generalization Lei Qi Hongpeng Yang Yinghuan Shi Xin Geng 11 13 0 11 Aug 2022
Equivariant Disentangled Transformation for Domain Generalization under Combination Shift Yivan Zhang Jindong Wang Xingxu Xie Masashi Sugiyama OOD 29 1 0 03 Aug 2022
Multimodal Generation of Novel Action Appearances for Synthetic-to-Real Recognition of Activities of Daily Living Zdravko Marinov David Schneider Alina Roitberg Rainer Stiefelhagen VGen 24 2 0 03 Aug 2022
Joint covariate-alignment and concept-alignment: a framework for domain generalization Thuan Q. Nguyen Boyang Lyu Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 14 4 0 01 Aug 2022
Diversity Boosted Learning for Domain Generalization with Large Number of Domains Xinlin Leng Xiaoying Tang Yatao Bian AI4CE OOD 9 0 0 28 Jul 2022
Generalizable multi-task, multi-domain deep segmentation of sparse pediatric imaging datasets via multi-scale contrastive regularization and multi-joint anatomical priors Arnaud Boutillon Pierre-Henri Conze C. Pons Valérie Burdin Bhushan S Borotikar 15 18 0 27 Jul 2022
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation Junyan Lyu Yiqi Zhang Yijin Huang Li Lin Pujin Cheng Xiaoying Tang MedIm 6 46 0 27 Jul 2022
Domain-invariant Feature Exploration for Domain Generalization Wang Lu Jindong Wang Haoliang Li Yiqiang Chen Xing Xie OOD 23 69 0 25 Jul 2022
Domain Generalization for Activity Recognition via Adaptive Feature Fusion Xin Qin Jindong Wang Yiqiang Chen Wang Lu Xinlong Jiang OOD 31 35 0 21 Jul 2022
Tackling Long-Tailed Category Distribution Under Domain Shifts Xiao Gu Yao Guo Zeju Li Jianing Qiu Qianming Dou Yuxuan Liu Benny P. L. Lo Guangxu Yang OOD 35 11 0 20 Jul 2022
SVGraph: Learning Semantic Graphs from Instructional Videos Madeline Chantry Schiappa Y. S. Rawat 14 4 0 16 Jul 2022
E2-AEN: End-to-End Incremental Learning with Adaptively Expandable Network Guimei Cao Zhanzhan Cheng Yunlu Xu Duo Li Shiliang Pu Yi Niu Fei Wu CLL 15 2 0 14 Jul 2022