Learning to Generate Novel Domains for Domain Generalization

7 July 2020

Kaiyang Zhou

Yongxin Yang

Timothy M. Hospedales

Tao Xiang

OOD

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Papers citing "Learning to Generate Novel Domains for Domain Generalization"

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Title
When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach Vaibhav Rathore S. Bagchi Saikat Dutta Sarthak Mehrotra Zsolt Kira Biplab Banerjee OOD 76 1 0 19 Mar 2025
Towards Scalable Topological Regularizers Hiu-Tung Wong Darrick Lee Hong Yan BDL 62 0 0 24 Jan 2025
Meta Curvature-Aware Minimization for Domain Generalization Zhaoyu Chen Yiwen Ye Feilong Tang Yongsheng Pan Yong-quan Xia BDL 218 1 0 16 Dec 2024
Influence-oriented Personalized Federated Learning Yue Tan Guodong Long Jing Jiang Chengqi Zhang FedML 31 0 0 04 Oct 2024
Invariant Correlation of Representation with Label: Enhancing Domain Generalization in Noisy Environments Gaojie Jin Ronghui Mu Xinping Yi Xiaowei Huang Lijun Zhang 67 0 0 01 Jul 2024
TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification Joshua Niemeijer J. Ehrhardt H. Uzunova Heinz Handels OOD DiffM MedIm 31 0 0 25 Jun 2024
PathoWAve: A Deep Learning-based Weight Averaging Method for Improving Domain Generalization in Histopathology Images Parastoo Sotoudeh Sharifi M. Omair Ahmad M. N. S. Swamy MoMe OOD 44 0 0 21 Jun 2024
Non-stationary Domain Generalization: Theory and Algorithm Thai-Hoang Pham Xueru Zhang Ping Zhang OOD 51 1 0 10 May 2024
PAT: Pixel-wise Adaptive Training for Long-tailed Segmentation Khoi Do Duong Nguyen Nguyen-Hoang Tran Viet Dung Nguyen 45 1 0 08 Apr 2024
Unknown Prompt, the only Lacuna: Unveiling CLIP's Potential for Open Domain Generalization Mainak Singha Ankit Jha Shirsha Bose Ashwin Nair Moloud Abdar Biplab Banerjee VLM 60 10 0 31 Mar 2024
Taming Cross-Domain Representation Variance in Federated Prototype Learning with Heterogeneous Data Domains Lei Wang Jieming Bian Letian Zhang Chong Chen Jie Xu 37 7 0 14 Mar 2024
Consistency-Guided Temperature Scaling Using Style and Content Information for Out-of-Domain Calibration Wonjeong Choi Jun-Gyu Park Dong-Jun Han Younghyun Park Jaekyun Moon 45 1 0 22 Feb 2024
GOOD: Towards Domain Generalized Orientated Object Detection Qi Bi Beichen Zhou Jingjun Yi Wei Ji Haolan Zhan Gui-Song Xia ObjD OOD 85 2 0 20 Feb 2024
Domain Generalization with Small Data Kecheng Chen Elena Gal Hong Yan Haoliang Li OOD 27 5 0 09 Feb 2024
Preserving Silent Features for Domain Generalization Chujie Zhao Tianren Zhang Feng Chen 23 0 0 06 Jan 2024
Open Domain Generalization with a Single Network by Regularization Exploiting Pre-trained Features Inseop Chung Kiyoon Yoo Nojun Kwak VLM 19 0 0 08 Dec 2023
Parameter Exchange for Robust Dynamic Domain Generalization Luojun Lin Zhifeng Shen Zhishu Sun Yuanlong Yu Lei Zhang Weijie Chen OOD 30 6 0 23 Nov 2023
DoubleAUG: Single-domain Generalized Object Detector in Urban via Color Perturbation and Dual-style Memory Lei Qi Peng Dong Tan Xiong Hui Xue Xin Geng 39 4 0 22 Nov 2023
StableFDG: Style and Attention Based Learning for Federated Domain Generalization Jun-Gyu Park Dong-Jun Han Jinho Kim Jianing Zhang Christopher G. Brinton Jaekyun Moon OOD FedML 40 15 0 01 Nov 2023
LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and Restoration Ran Liu Sahil Khose Jingyun Xiao Lakshmi Sathidevi Keerthan Ramnath Z. Kira Eva L. Dyer 34 3 0 28 Aug 2023
Meta-causal Learning for Single Domain Generalization Jin Chen Zhiqiang Gao Xinxiao Wu Jiebo Luo OOD 34 42 0 07 Apr 2023
Randomized Adversarial Style Perturbations for Domain Generalization Taehoon Kim Bohyung Han AAML 35 2 0 04 Apr 2023
Progressive Random Convolutions for Single Domain Generalization Seokeon Choi Debasmit Das Sungha Choi Seunghan Yang Hyunsin Park Sungrack Yun 23 37 0 02 Apr 2023
ALOFT: A Lightweight MLP-like Architecture with Dynamic Low-frequency Transform for Domain Generalization Jintao Guo Na Wang Lei Qi Yinghuan Shi 34 33 0 21 Mar 2023
Domain Generalization via Nuclear Norm Regularization Zhenmei Shi Yifei Ming Ying Fan Frederic Sala Yingyu Liang 30 12 0 13 Mar 2023
Modality-Agnostic Debiasing for Single Domain Generalization Sanqing Qu Yingwei Pan Guang-Sheng Chen Ting Yao Changjun Jiang Tao Mei 33 20 0 13 Mar 2023
Towards domain-invariant Self-Supervised Learning with Batch Styles Standardization Marin Scalbert Maria Vakalopoulou Florent Couzinié-Devy 21 2 0 10 Mar 2023
DART: Diversify-Aggregate-Repeat Training Improves Generalization of Neural Networks Samyak Jain Sravanti Addepalli P. Sahu Priyam Dey R. Venkatesh Babu MoMe OOD 43 20 0 28 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 37 7 0 21 Feb 2023
Robust Representation Learning with Self-Distillation for Domain Generalization Ankur Singh Senthilnath Jayavelu ViT OOD 18 2 0 14 Feb 2023
Adversarial Style Augmentation for Domain Generalization Yabin Zhang Bin Deng Ruihuang Li Kui Jia Lei Zhang AAML OOD 18 14 0 30 Jan 2023
Causality-based Dual-Contrastive Learning Framework for Domain Generalization Zining Chen Weiqiu Wang Zhaohui Hou Aidong Men OOD 41 1 0 22 Jan 2023
Modeling Uncertain Feature Representation for Domain Generalization Xiaotong Li Zixuan Hu Jun Liu Yixiao Ge Yongxing Dai Ling-Yu Duan OOD 29 3 0 16 Jan 2023
Domain Generalization with Correlated Style Uncertainty Zheyu Zhang Bin Wang Debesh Jha Ugur Demir Ulas Bagci OOD 38 5 0 20 Dec 2022
Cross-Domain Ensemble Distillation for Domain Generalization Kyung-Jin Lee Sungyeon Kim Suha Kwak FedML OOD 26 38 0 25 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 24 7 0 15 Nov 2022
FIXED: Frustratingly Easy Domain Generalization with Mixup Wang Lu Jindong Wang Han Yu Lei Huang Xiang Zhang Yiqiang Chen Xingxu Xie 26 6 0 07 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
Decoupled Mixup for Generalized Visual Recognition Haozhe Liu Wentian Zhang Jinheng Xie Haoqian Wu Bing Li Ziqi Zhang Yuexiang Li Yawen Huang Guohao Li Yefeng Zheng 22 1 0 26 Oct 2022
Domain generalization Person Re-identification on Attention-aware multi-operation strategery Yingchun Guo Huan He Ye Zhu Yang Yu 35 0 0 19 Oct 2022
Learning Gradient-based Mixup towards Flatter Minima for Domain Generalization Danni Peng Sinno Jialin Pan 37 2 0 29 Sep 2022
On-Device Domain Generalization Kaiyang Zhou Yuanhan Zhang Yuhang Zang Jingkang Yang Chen Change Loy Ziwei Liu OOD 33 6 0 15 Sep 2022
Style Variable and Irrelevant Learning for Generalizable Person Re-identification Haobo Chen Chuyang Zhao Kai-Chun Tu Junru Chen Yadong Li Boxun Li 27 2 0 12 Sep 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 32 2 0 03 Aug 2022
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation Junyan Lyu Yiqi Zhang Yijin Huang Li Lin Pujin Cheng Xiaoying Tang MedIm 16 46 0 27 Jul 2022
Domain Decorrelation with Potential Energy Ranking Sen Pei Jiaxi Sun Richard Yi Da Xu Shiming Xiang Gaofeng Meng OOD 27 4 0 25 Jul 2022
Style Interleaved Learning for Generalizable Person Re-identification Wentao Tan Changxing Ding Pengfei Wang Biwei Huang Kui Jia OOD 29 20 0 07 Jul 2022
Domain Generalization via Selective Consistency Regularization for Time Series Classification Wenyu Zhang Mohamed Ragab Chuan-Sheng Foo OOD AI4TS 27 2 0 16 Jun 2022
Dynamic Domain Generalization Zhishu Sun Zhifeng Shen Luojun Lin Yuanlong Yu Zhifeng Yang Shicai Yang Weijie Chen OOD 31 18 0 27 May 2022
Towards Domain Generalization in Object Detection Xingxuan Zhang Zekai Xu Renzhe Xu Jiashuo Liu Peng Cui Weitao Wan Chong Sun Chen Li ObjD OOD 26 21 0 27 Mar 2022