Domain Generalization: A Survey

3 March 2021

Yu Qiao

Papers citing "Domain Generalization: A Survey"

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Title
Neuro-Modulated Hebbian Learning for Fully Test-Time Adaptation Yushun Tang Ce Zhang Heng Xu Shuoshuo Chen Jie Cheng Luziwei Leng Qinghai Guo Zhihai He TTA 39 24 0 02 Mar 2023
Learning to Generalize towards Unseen Domains via a Content-Aware Style Invariant Model for Disease Detection from Chest X-rays Mohammad Zunaed M. Haque Taufiq Hasan OOD 12 5 0 27 Feb 2023
Domain Generalisation via Domain Adaptation: An Adversarial Fourier Amplitude Approach Minyoung Kim Da Li Timothy M. Hospedales OOD 19 11 0 23 Feb 2023
A Comprehensive Survey on Source-free Domain Adaptation Zhiqi Yu Jingjing Li Zhekai Du Lei Zhu H. Shen TTA 21 94 0 23 Feb 2023
Energy-Based Test Sample Adaptation for Domain Generalization Zehao Xiao Xiantong Zhen Shengcai Liao Cees G. M. Snoek TTA 48 17 0 22 Feb 2023
Using Semantic Information for Defining and Detecting OOD Inputs Ramneet Kaur Xiayan Ji Souradeep Dutta Michele Caprio Yahan Yang E. Bernardis O. Sokolsky Insup Lee OODD 24 7 0 21 Feb 2023
StyLIP: Multi-Scale Style-Conditioned Prompt Learning for CLIP-based Domain Generalization Shirsha Bose Ankit Jha Enrico Fini Mainak Singha Elisa Ricci Biplab Banerjee VLM 29 23 0 18 Feb 2023
Semantic Image Segmentation: Two Decades of Research G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 26 50 0 13 Feb 2023
Cross-Corpora Spoken Language Identification with Domain Diversification and Generalization Spandan Dey Md. Sahidullah G. Saha 13 11 0 10 Feb 2023
Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models Y. Liu Dingkang Yang Yan Wang Jing Liu Jun Liu Azzedine Boukerche Peng Sun Liang Song 30 80 0 10 Feb 2023
Aligning Multi-Sequence CMR Towards Fully Automated Myocardial Pathology Segmentation Wangbin Ding Lei Li Junyi Qiu Sihan Wang Liqin Huang Yinyin Chen Shan Yang Xiahai Zhuang 38 7 0 07 Feb 2023
What Makes Good Examples for Visual In-Context Learning? Yuanhan Zhang Kaiyang Zhou Ziwei Liu MLLM VPVLM VLM LRM 13 107 0 31 Jan 2023
Adversarial Style Augmentation for Domain Generalization Yabin Zhang Bin Deng Ruihuang Li K. Jia Lei Zhang AAML OOD 18 14 0 30 Jan 2023
Continuously Reliable Detection of New-Normal Misinformation: Semantic Masking and Contrastive Smoothing in High-Density Latent Regions Abhijit Suprem J. Ferreira C. Pu AAML 24 1 0 19 Jan 2023
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems Megan M. Baker Alexander New Mario Aguilar-Simon Ziad Al-Halah Sébastien M. R. Arnold ... Zifan Xu A. Yanguas-Gil Harel Yedidsion Shangqun Yu Gautam K. Vallabha 22 15 0 18 Jan 2023
Representing Noisy Image Without Denoising Shuren Qi Yushu Zhang Chao Wang Tao Xiang Xiaochun Cao Yong Xiang 13 1 0 18 Jan 2023
Modeling Uncertain Feature Representation for Domain Generalization Xiaotong Li Zixuan Hu Jun Liu Yixiao Ge Yongxing Dai Ling-Yu Duan OOD 24 3 0 16 Jan 2023
Source-Free Unsupervised Domain Adaptation: A Survey Yuqi Fang P. Yap W. Lin Hongtu Zhu Mingxia Liu 130 90 0 31 Dec 2022
A System-Level View on Out-of-Distribution Data in Robotics Rohan Sinha Apoorva Sharma Somrita Banerjee T. Lew Rachel Luo Spencer M. Richards Yixiao Sun Edward Schmerling Marco Pavone UQCV 28 23 0 28 Dec 2022
Structural State Translation: Condition Transfer between Civil Structures Using Domain-Generalization for Structural Health Monitoring Furkan Luleci F. Catbas 22 2 0 28 Dec 2022
Quality at the Tail of Machine Learning Inference Zhengxin Yang Wanling Gao Chunjie Luo Lei Wang Fei Tang Xu Wen Jianfeng Zhan 28 1 0 25 Dec 2022
Adapting to Latent Subgroup Shifts via Concepts and Proxies Ibrahim M. Alabdulmohsin Nicole Chiou Alexander DÁmour A. Gretton Sanmi Koyejo Matt J. Kusner Stephen R. Pfohl Olawale Salaudeen Jessica Schrouff Katherine Tsai 65 9 0 21 Dec 2022
Domain Generalization with Correlated Style Uncertainty Zheyu Zhang Bin Wang Debesh Jha Ugur Demir Ulas Bagci OOD 30 5 0 20 Dec 2022
Calibration-Free Driver Drowsiness Classification based on Manifold-Level Augmentation Dong-Young Kim Dong-Kyun Han Hyejeon Shin 8 3 0 14 Dec 2022
Learning Domain Invariant Prompt for Vision-Language Models Cairong Zhao Yubin Wang Xinyang Jiang Yifei Shen Kaitao Song Dongsheng Li Duoqian Miao VLM VPVLM 14 23 0 08 Dec 2022
Domain generalization of 3D semantic segmentation in autonomous driving Jules Sanchez Jean-Emmanuel Deschaud F. Goulette 3DPC 16 24 0 07 Dec 2022
Causal Inference via Style Transfer for Out-of-distribution Generalisation Toan Nguyen Kien Do D. Nguyen Bao Duong T. Nguyen CML OODD OOD 33 10 0 06 Dec 2022
Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation Xin Li Cuiling Lan Guoqiang Wei Zhibo Chen 25 4 0 06 Dec 2022
Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey G. Sarafraz Armin Behnamnia Mehran Hosseinzadeh Ali Balapour Amin Meghrazi Hamid R. Rabiee OOD AI4CE 25 7 0 04 Dec 2022
Domain Generalization for Robust Model-Based Offline Reinforcement Learning Alan Clark Shoaib Ahmed Siddiqui Robert Kirk Usman Anwar Stephen Chung David M. Krueger OOD OffRL 25 0 0 27 Nov 2022
Deep neuroevolution for limited, heterogeneous data: proof-of-concept application to Neuroblastoma brain metastasis using a small virtual pooled image collection S. Purkayastha H. Shalu David C Gutman S. Modak E. Basu B. Kushner K. Kramer S. Haque J. Stember MedIm 23 1 0 26 Nov 2022
Cross-domain Transfer of defect features in technical domains based on partial target data T. Schlagenhauf Tim Scheurenbrand 30 1 0 24 Nov 2022
Localized Shortcut Removal Nicolas M. Muller Jochen Jacobs Jennifer Williams Konstantin Böttinger 21 0 0 24 Nov 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 29 1 0 22 Nov 2022
Decorr: Environment Partitioning for Invariant Learning and OOD Generalization Yufan Liao Qi Wu Zhaodi Wu Xing Yan 11 4 0 18 Nov 2022
DSLOB: A Synthetic Limit Order Book Dataset for Benchmarking Forecasting Algorithms under Distributional Shift Defu Cao Yousef El-Laham Loc Trinh Svitlana Vyetrenko Y. Liu 24 11 0 17 Nov 2022
HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization Jingang Qu T. Faney Zehao Wang Patrick Gallinari Soleiman Yousef J. D. Hemptinne OOD 16 7 0 15 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 21 56 0 15 Nov 2022
SUPRA: Superpixel Guided Loss for Improved Multi-modal Segmentation in Endoscopy Rafael Martinez Garcia Peña Mansoor Ali Teevno Gilberto Ochoa-Ruiz Sharib Ali 31 3 0 09 Nov 2022
Learning to Learn Domain-invariant Parameters for Domain Generalization Feng Hou Yao Zhang Yang Liu Jin Yuan Cheng Zhong Yang Zhang Zhongchao Shi Jianping Fan Zhiqiang He OOD 17 3 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
Behavioral Intention Prediction in Driving Scenes: A Survey Jianwu Fang Fan Wang Jianru Xue Tat-Seng Chua 46 44 0 01 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 40 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
Toward domain generalized pruning by scoring out-of-distribution importance Rizhao Cai Haoliang Li Alex C. Kot 14 0 0 25 Oct 2022
Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment Chenxiao Yang Qitian Wu Qingsong Wen Zhiqiang Zhou Liang Sun Junchi Yan OODD OOD 17 20 0 24 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 13 5 0 23 Oct 2022
Collaborative Image Understanding Koby Bibas Oren Sar Shalom Dietmar Jannach VLM 14 2 0 21 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 30 31 0 14 Oct 2022
OpenOOD: Benchmarking Generalized Out-of-Distribution Detection Jingkang Yang Pengyun Wang Dejian Zou Zitang Zhou Kun Ding ... Kaiyang Zhou Wayne Zhang Dan Hendrycks Yixuan Li Ziwei Liu OODD 28 224 0 13 Oct 2022