Heterogeneous Domain Generalization via Domain Mixup

11 September 2020

Yufei Wang

Haoliang Li

Alex C. Kot

OOD

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Papers citing "Heterogeneous Domain Generalization via Domain Mixup"

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Title
Mixup for Test-Time Training Bochao Zhang Rui Shao Jingda Du Pc Yuen TTA 74 1 0 04 Oct 2022
Learning Gradient-based Mixup towards Flatter Minima for Domain Generalization Danni Peng Sinno Jialin Pan 64 3 0 29 Sep 2022
DAFT: Distilling Adversarially Fine-tuned Models for Better OOD Generalization Anshul Nasery Sravanti Addepalli Praneeth Netrapalli Prateek Jain OOD FedML 88 1 0 19 Aug 2022
Prompt Vision Transformer for Domain Generalization Zangwei Zheng Xiangyu Yue Kai Wang Yang You VLM VPVLM MDE 126 54 0 18 Aug 2022
Adaptive Domain Generalization via Online Disagreement Minimization Xinyu Zhang Ying-Cong Chen OOD 87 7 0 03 Aug 2022
Grounding Visual Representations with Texts for Domain Generalization Seonwoo Min Nokyung Park Siwon Kim Seunghyun Park Jinkyu Kim OOD 65 34 0 21 Jul 2022
Overcoming Shortcut Learning in a Target Domain by Generalizing Basic Visual Factors from a Source Domain Piyapat Saranrittichai Chaithanya Kumar Mummadi Claudia Blaiotta Mauricio Muñoz Volker Fischer CML OOD 65 8 0 20 Jul 2022
Generalizing to Unseen Domains with Wasserstein Distributional Robustness under Limited Source Knowledge Junchang Wang Liyan Xie Yao Xie Shao-Lun Huang Yang Li OOD 44 0 0 11 Jul 2022
Domain Generalization via Selective Consistency Regularization for Time Series Classification Wenyu Zhang Mohamed Ragab Chuan-Sheng Foo OOD AI4TS 116 2 0 16 Jun 2022
Semantic-Discriminative Mixup for Generalizable Sensor-based Cross-domain Activity Recognition Wang Lu Jindong Wang Yiqiang Chen Sinno Jialin Pan Chunyu Hu Xin Qin 75 46 0 14 Jun 2022
MIMII DG: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection for Domain Generalization Task Kota Dohi Tomoya Nishida Harsh Purohit Ryo Tanabe Takashi Endo Masaaki Yamamoto Yuki Nikaido Yohei Kawaguchi 102 75 0 27 May 2022
Test-Time Robust Personalization for Federated Learning Liang Jiang Tao R. Lin FedML OOD TTA 157 48 0 22 May 2022
Test-time Batch Normalization Tao Yang Shenglong Zhou Yuwang Wang Yan Lu Nanning Zheng OOD 69 11 0 20 May 2022
Localized Adversarial Domain Generalization Wei-wei Zhu Le Lu Jing Xiao Mei Han Jiebo Luo Adam P. Harrison OOD 113 23 0 09 May 2022
Animal Kingdom: A Large and Diverse Dataset for Animal Behavior Understanding Xun Long Ng Kian Eng Ong Qichen Zheng Yun Ni S. Yeo Jing Liu VGen 79 88 0 18 Apr 2022
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Junbum Cha Kyungjae Lee Sungrae Park Sanghyuk Chun OOD 118 138 0 21 Mar 2022
DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations Yuanfeng Ji Lu Zhang Jiaxiang Wu Bing Wu Long-Kai Huang ... Ping Luo Shuigeng Zhou Junzhou Huang Peilin Zhao Yatao Bian OOD 130 75 0 24 Jan 2022
Improving Out-of-Distribution Robustness via Selective Augmentation Huaxiu Yao Yu Wang Sai Li Linjun Zhang Weixin Liang James Zou Chelsea Finn OOD OODD 108 224 0 02 Jan 2022
Adaptive Methods for Aggregated Domain Generalization Xavier Thomas D. Mahajan A. Pentland Abhimanyu Dubey OOD 63 10 0 09 Dec 2021
Unsupervised Domain Generalization by Learning a Bridge Across Domains Sivan Harary Eli Schwartz Assaf Arbelle Peter W. J. Staar Shady Abu Hussein ... Hildegard Kuehne Dina Katabi Kate Saenko Rogerio Feris Leonid Karlinsky OOD 84 42 0 04 Dec 2021
A Fine-Grained Analysis on Distribution Shift Olivia Wiles Sven Gowal Florian Stimberg Sylvestre-Alvise Rebuffi Ira Ktena Krishnamurthy Dvijotham A. Cemgil OOD 326 215 0 21 Oct 2021
Exploiting Domain-Specific Features to Enhance Domain Generalization Manh-Ha Bui Toan M. Tran Anh Tran D.Q. Phung OOD 103 135 0 18 Oct 2021
Domain Generalisation for Apparent Emotional Facial Expression Recognition across Age-Groups Rafael Poyiadzi Jie Shen Stavros Petridis Yujiang Wang Maja Pantic CVBM 56 4 0 18 Oct 2021
Towards Data-Free Domain Generalization A. Frikha Haokun Chen Denis Krompass Thomas Runkler Volker Tresp OOD 157 14 0 09 Oct 2021
Variational Disentanglement for Domain Generalization Yufei Wang Haoliang Li Hao Cheng Bihan Wen Lap-Pui Chau Alex C. Kot OOD DRL 120 27 0 13 Sep 2021
On the Impact of Spurious Correlation for Out-of-distribution Detection Yifei Ming Hang Yin Yixuan Li OODD 198 75 0 12 Sep 2021
Discovery of New Multi-Level Features for Domain Generalization via Knowledge Corruption A. Frikha Denis Krompass Volker Tresp OOD 90 1 0 09 Sep 2021
Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization Alexandre Ramé Corentin Dancette Matthieu Cord OOD 146 210 0 07 Sep 2021
Multimodal Co-learning: Challenges, Applications with Datasets, Recent Advances and Future Directions Anil Rahate Rahee Walambe S. Ramanna K. Kotecha 107 143 0 29 Jul 2021
Embracing the Dark Knowledge: Domain Generalization Using Regularized Knowledge Distillation Yufei Wang Haoliang Li Lap-pui Chau Alex C. Kot FedML 56 43 0 06 Jul 2021
Multi-Source domain adaptation via supervised contrastive learning and confident consistency regularization Marin Scalbert Maria Vakalopoulou Florent Couzinié-Devy 81 19 0 30 Jun 2021
Subject-Independent Brain-Computer Interface for Decoding High-Level Visual Imagery Tasks Dae-Hyeok Lee Dong-Kyun Han Sung-Jin Kim Ji-Hoon Jeong Seong-Whan Lee 56 11 0 08 Jun 2021
Contrastive ACE: Domain Generalization Through Alignment of Causal Mechanisms Yunqi Wang Furui Liu Zhitang Chen Qing Lian Guangyong Chen Jianye Hao Yik-Chung Wu OOD CML 72 35 0 02 Jun 2021
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization Daehee Kim Seunghyun Park Jinkyu Kim Jaekoo Lee OOD SSL 137 273 0 20 Apr 2021
Open Domain Generalization with Domain-Augmented Meta-Learning Yang Shu Zhangjie Cao Chenyu Wang Jianmin Wang Mingsheng Long OOD 77 166 0 08 Apr 2021
Explainability-aided Domain Generalization for Image Classification Robin M. Schmidt FAtt OOD 61 1 0 05 Apr 2021
Adaptive Methods for Real-World Domain Generalization Abhimanyu Dubey Vignesh Ramanathan Alex Pentland D. Mahajan OOD 110 91 0 29 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 268 1,035 0 03 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 280 1,240 0 02 Mar 2021
Model-Based Domain Generalization Alexander Robey George J. Pappas Hamed Hassani OOD 151 131 0 23 Feb 2021
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 311 460 0 17 Feb 2021
Out-of-Distribution Generalization Analysis via Influence Function Haotian Ye Chuanlong Xie Yue Liu Zhenguo Li OOD 55 13 0 21 Jan 2021
Learning Generalized Spatial-Temporal Deep Feature Representation for No-Reference Video Quality Assessment Baoliang Chen Lingyu Zhu Guo Li Hongfei Fan Shiqi Wang 103 77 0 27 Dec 2020
Domain Generalization for Session-Independent Brain-Computer Interface Dong-Kyun Han Ji-Hoon Jeong BDL OOD 64 19 0 07 Dec 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 139 1,159 0 02 Jul 2020
Domain Generalization using Causal Matching Divyat Mahajan Shruti Tople Amit Sharma OOD 121 338 0 12 Jun 2020