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
Bridging the Source-to-target Gap for Cross-domain Person Re-Identification with Intermediate Domains Yongxing Dai Yifan Sun Jun Liu Zekun Tong Yi Yang Ling-yu Duan 19 11 0 03 Mar 2022
BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning Zhi Hou B. Yu Dacheng Tao ViT 23 58 0 03 Mar 2022
Healthsheet: Development of a Transparency Artifact for Health Datasets Negar Rostamzadeh Diana Mincu Subhrajit Roy A. Smart Lauren Wilcox Mahima Pushkarna Jessica Schrouff Razvan Amironesei Nyalleng Moorosi Katherine A. Heller 27 61 0 26 Feb 2022
Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks Wenying Duan Xiaoxi He Lu Zhou Lothar Thiele Hong Rao TTA AI4TS 11 9 0 22 Feb 2022
Out-Of-Distribution Generalization on Graphs: A Survey Haoyang Li Xin Eric Wang Ziwei Zhang Wenwu Zhu OOD CML 6 96 0 16 Feb 2022
Recent Advances in Reliable Deep Graph Learning: Inherent Noise, Distribution Shift, and Adversarial Attack Jintang Li Bingzhe Wu Chengbin Hou Guoji Fu Yatao Bian Liang Chen Junzhou Huang Zibin Zheng OOD AAML 9 6 0 15 Feb 2022
Uncertainty Modeling for Out-of-Distribution Generalization Xiaotong Li Yongxing Dai Yixiao Ge Jun Liu Ying Shan Ling-Yu Duan OODD OOD 14 174 0 08 Feb 2022
Distribution Embedding Networks for Generalization from a Diverse Set of Classification Tasks Lang Liu M. M. Fard Sen Zhao OOD 10 3 0 04 Feb 2022
Diagnosing failures of fairness transfer across distribution shift in real-world medical settings Jessica Schrouff Natalie Harris Oluwasanmi Koyejo Ibrahim M. Alabdulmohsin Eva Schnider ... Vivek Natarajan Alan Karthikesalingam Katherine A. Heller Silvia Chiappa Alexander DÁmour OOD 45 53 0 02 Feb 2022
Generalizing to New Physical Systems via Context-Informed Dynamics Model Matthieu Kirchmeyer Yuan Yin Jérémie Donà Nicolas Baskiotis A. Rakotomamonjy Patrick Gallinari OOD AI4CE 9 32 0 01 Feb 2022
Provable Domain Generalization via Invariant-Feature Subspace Recovery Haoxiang Wang Haozhe Si Bo-wen Li Han Zhao OOD 41 32 0 30 Jan 2022
Domain generalization in deep learning-based mass detection in mammography: A large-scale multi-center study Lidia Garrucho Kaisar Kushibar Socayna Jouide Oliver Díaz Laura Igual Karim Lekadir OOD 12 251 0 27 Jan 2022
Conditional entropy minimization principle for learning domain invariant representation features Thuan Q. Nguyen Boyang Lyu Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 4 7 0 25 Jan 2022
Domain Generalization via Frequency-domain-based Feature Disentanglement and Interaction Jing-Yi Wang Ruoyi Du Dongliang Chang Kongming Liang Zhanyu Ma OOD 15 25 0 20 Jan 2022
ZeroPrompt: Scaling Prompt-Based Pretraining to 1,000 Tasks Improves Zero-Shot Generalization Hanwei Xu Yujun Chen Yulun Du Nan Shao Yanggang Wang Haiyu Li Zhilin Yang VLM LRM AI4CE 22 69 0 18 Jan 2022
Parameter-free Online Test-time Adaptation Malik Boudiaf Romain Mueller Ismail Ben Ayed Luca Bertinetto TTA 20 137 0 15 Jan 2022
Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization Kowshik Thopalli Sameeksha Katoch P. Turaga Jayaraman J. Thiagarajan OOD 13 0 0 17 Dec 2021
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 15 26 0 16 Dec 2021
3D-VField: Adversarial Augmentation of Point Clouds for Domain Generalization in 3D Object Detection Alexander Lehner Stefano Gasperini Alvaro Marcos-Ramiro Michael Schmidt M. N. Mahani Nassir Navab Benjamin Busam F. Tombari 3DPC 13 51 0 09 Dec 2021
PLACE dropout: A Progressive Layer-wise and Channel-wise Dropout for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi Yang Gao OOD AI4CE 18 3 0 07 Dec 2021
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey G. Csurka Riccardo Volpi Boris Chidlovskii OOD VLM 3DV 48 39 0 06 Dec 2021
Confounder Identification-free Causal Visual Feature Learning Xin Li Zhizheng Zhang Guoqiang Wei Cuiling Lan Wenjun Zeng Xin Jin Zhibo Chen CML OOD 6 14 0 26 Nov 2021
Domain Prompt Learning for Efficiently Adapting CLIP to Unseen Domains X. Zhang S. Gu Yutaka Matsuo Yusuke Iwasawa VLM 22 36 0 25 Nov 2021
Combining Data-driven Supervision with Human-in-the-loop Feedback for Entity Resolution Wenpeng Yin Shelby Heinecke Jia Li N. Keskar Michael J. Jones Shouzhong Shi Stanislav Georgiev Kurt Milich Joseph Esposito Caiming Xiong 8 2 0 20 Nov 2021
Federated Learning with Domain Generalization Liling Zhang Xinyu Lei Yichun Shi Hongyu Huang Chao Chen FedML OOD 17 52 0 20 Nov 2021
Semi-Supervised Domain Generalization with Evolving Intermediate Domain Luojun Lin Han Xie Zhishu Sun Weijie Chen Wenxi Liu Yuanlong Yu Lei Zhang 9 10 0 19 Nov 2021
Traffic4cast -- Large-scale Traffic Prediction using 3DResNet and Sparse-UNet Bo Wang R. Mohajerpoor Chen Cai Inhi Kim H. Vu 16 3 0 10 Nov 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 162 812 0 21 Oct 2021
Personalized Transfer of User Preferences for Cross-domain Recommendation Yongchun Zhu Zhenwei Tang Yudan Liu Fuzhen Zhuang Ruobing Xie Xu-Yao Zhang Leyu Lin Qing He 11 122 0 21 Oct 2021
Reappraising Domain Generalization in Neural Networks S. Sivaprasad Akshay Goindani Vaibhav Garg Ritam Basu Saiteja Kosgi Vineet Gandhi OOD AI4CE 14 6 0 15 Oct 2021
FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling Bowen Zhang Yidong Wang Wenxin Hou Hao Wu Jindong Wang Manabu Okumura T. Shinozaki AAML 201 848 0 15 Oct 2021
Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization Junkun Yuan Xu Ma Defang Chen Fei Wu Lanfen Lin Kun Kuang FedML 23 21 0 13 Oct 2021
Better Pseudo-label: Joint Domain-aware Label and Dual-classifier for Semi-supervised Domain Generalization Ruiqi Wang Lei Qi Yinghuan Shi Yang Gao 17 22 0 10 Oct 2021
Dynamically Decoding Source Domain Knowledge for Domain Generalization Cuicui Kang Karthik Nandakumar OOD ViT 21 1 0 06 Oct 2021
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 102 349 0 04 Oct 2021
Optimal Ensemble Construction for Multi-Study Prediction with Applications to COVID-19 Excess Mortality Estimation Gabriel Loewinger Rolando Acosta Nunez Rahul Mazumder Giovanni Parmigiani 14 0 0 19 Sep 2021
Barycentric-alignment and reconstruction loss minimization for domain generalization Boyang Lyu Thuan Q. Nguyen Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 18 2 0 04 Sep 2021
Towards Out-Of-Distribution Generalization: A Survey Jiashuo Liu Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 15 510 0 31 Aug 2021
Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs Qiongkai Xu Xuanli He Lingjuan Lyu Lizhen Qu Gholamreza Haffari MLAU 17 21 0 29 Aug 2021
Learning Disentangled Representations in the Imaging Domain Xiao Liu Pedro Sanchez Spyridon Thermos Alison Q. OÑeil Sotirios A. Tsaftaris OOD DRL 8 71 0 26 Aug 2021
AdaRNN: Adaptive Learning and Forecasting of Time Series Yuntao Du Jindong Wang Wenjie Feng Sinno Jialin Pan Tao Qin Renjun Xu Chongjun Wang AI4TS 6 236 0 10 Aug 2021
Out-of-Domain Generalization from a Single Source: An Uncertainty Quantification Approach Xi Peng Fengchun Qiao Long Zhao OOD 29 33 0 05 Aug 2021
Uncertainty-Aware Credit Card Fraud Detection Using Deep Learning Maryam Habibpour Hassan Gharoun M. Mehdipour AmirReza Tajally Hamzeh Asgharnezhad Afshar Shamsi Jokandan Abbas Khosravi M. Shafie‐khah S. Nahavandi J. Catalão 17 22 0 28 Jul 2021
Model Transferability With Responsive Decision Subjects Yatong Chen Zeyu Tang Kun Zhang Yang Liu 25 10 0 13 Jul 2021
The Role of Pretrained Representations for the OOD Generalization of Reinforcement Learning Agents Andrea Dittadi Frederik Trauble M. Wuthrich Felix Widmaier Peter V. Gehler Ole Winther Francesco Locatello Olivier Bachem Bernhard Schölkopf Stefan Bauer OOD 25 15 0 12 Jul 2021
Critically examining the Domain Generalizability of Facial Expression Recognition models Varsha Suresh G. Yeo Desmond C. Ong 6 4 0 29 Jun 2021
Multi-Domain Active Learning: Literature Review and Comparative Study Ruidan He Shengcai Liu Shan He Ke Tang OOD 11 13 0 25 Jun 2021
Medical Image Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review Lei Li V. Zimmer J. Schnabel Xiahai Zhuang 17 27 0 18 Jun 2021
Domain Transformer: Predicting Samples of Unseen, Future Domains Johannes Schneider OOD 9 2 0 10 Jun 2021
Towards a Theoretical Framework of Out-of-Distribution Generalization Haotian Ye Chuanlong Xie Tianle Cai Ruichen Li Zhenguo Li Liwei Wang OODD OOD 34 101 0 08 Jun 2021