Learning to Generalize: Meta-Learning for Domain Generalization

10 October 2017

Da Li

Yongxin Yang

Yi-Zhe Song

Timothy M. Hospedales

OOD

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Papers citing "Learning to Generalize: Meta-Learning for Domain Generalization"

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Title
CLIPood: Generalizing CLIP to Out-of-Distributions Yang Shu Xingzhuo Guo Jialong Wu Ximei Wang Jianmin Wang Mingsheng Long OODD VLM 52 74 0 02 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
Target Conditioned Representation Independence (TCRI); From Domain-Invariant to Domain-General Representations Olawale Salaudeen Oluwasanmi Koyejo 32 2 0 21 Dec 2022
Domain Generalization with Correlated Style Uncertainty Zheyu Zhang Bin Wang Debesh Jha Ugur Demir Ulas Bagci OOD 38 5 0 20 Dec 2022
On the Connection between Invariant Learning and Adversarial Training for Out-of-Distribution Generalization Shiji Xin Yifei Wang Jingtong Su Yisen Wang OOD 21 7 0 18 Dec 2022
Style-Hallucinated Dual Consistency Learning: A Unified Framework for Visual Domain Generalization Yuyang Zhao Zhun Zhong Na Zhao N. Sebe G. Lee 32 29 0 18 Dec 2022
Domain generalization of 3D semantic segmentation in autonomous driving Jules Sanchez Jean-Emmanuel Deschaud F. Goulette 3DPC 21 24 0 07 Dec 2022
Stable Learning via Sparse Variable Independence Han Yu Peng Cui Yue He Zheyan Shen Yong Lin Renzhe Xu Xingxuan Zhang OOD 40 13 0 02 Dec 2022
PASTA: Proportional Amplitude Spectrum Training Augmentation for Syn-to-Real Domain Generalization Prithvijit Chattopadhyay Kartik Sarangmath Vivek Vijaykumar Judy Hoffman 47 24 0 02 Dec 2022
Towards Generalized Open Information Extraction Yu Bowen Zhenyu Zhang Jingyang Li Haiyang Yu Tingwen Liu Jianguo Sun Yongbin Li Bin Wang 37 1 0 29 Nov 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 Annotate Part Segmentation with Gradient Matching Yu Yang Xiaotian Cheng Hakan Bilen Xiangyang Ji GAN 32 7 0 06 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 44 39 0 04 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
Signing Outside the Studio: Benchmarking Background Robustness for Continuous Sign Language Recognition Youngjoon Jang Youngtaek Oh Jae-Won Cho Dong-Jin Kim Joon Son Chung In So Kweon SLR 29 12 0 01 Nov 2022
Domain Generalization through the Lens of Angular Invariance Yujie Jin Xu Chu Yasha Wang Wenwu Zhu OOD 10 3 0 28 Oct 2022
Uncertainty-based Meta-Reinforcement Learning for Robust Radar Tracking Julius Ott Lorenzo Servadei Gianfranco Mauro Thomas Stadelmayer Avik Santra Robert Wille OOD UQCV 39 3 0 26 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 25 20 0 24 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
Intra-Source Style Augmentation for Improved Domain Generalization Yumeng Li Dan Zhang M. Keuper Anna Khoreva 29 32 0 18 Oct 2022
Few-Shot Learning of Compact Models via Task-Specific Meta Distillation Yong Wu Shekhor Chanda M. Hosseinzadeh Zhi Liu Yang Wang VLM 29 7 0 18 Oct 2022
Learning Less Generalizable Patterns with an Asymmetrically Trained Double Classifier for Better Test-Time Adaptation Thomas Duboudin Emmanuel Dellandrea Corentin Abgrall Gilles Hénaff Limin Chen TTA 27 1 0 17 Oct 2022
Improving Out-of-Distribution Generalization by Adversarial Training with Structured Priors Qixun Wang Yifei Wang Hong Zhu Yisen Wang OOD 22 19 0 13 Oct 2022
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts Tao Zhong Zhixiang Chi Li Gu Yang Wang Yuanhao Yu Jingshan Tang OOD 66 29 0 08 Oct 2022
AlphaTuning: Quantization-Aware Parameter-Efficient Adaptation of Large-Scale Pre-Trained Language Models S. Kwon Jeonghoon Kim Jeongin Bae Kang Min Yoo Jin-Hwa Kim Baeseong Park Byeongwook Kim Jung-Woo Ha Nako Sung Dongsoo Lee MQ 29 30 0 08 Oct 2022
Learning an Invertible Output Mapping Can Mitigate Simplicity Bias in Neural Networks Sravanti Addepalli Anshul Nasery R. Venkatesh Babu Praneeth Netrapalli Prateek Jain AAML 38 3 0 04 Oct 2022
Learning Gradient-based Mixup towards Flatter Minima for Domain Generalization Danni Peng Sinno Jialin Pan 34 2 0 29 Sep 2022
A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection Navid Ghassemi E. F. Ersi AAML OODD 23 4 0 26 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 27 28 0 21 Sep 2022
Mitigating Both Covariate and Conditional Shift for Domain Generalization Jianxin Lin Yongqiang Tang Junping Wang Wensheng Zhang OOD 45 3 0 17 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
Delving into the Continuous Domain Adaptation Yinsong Xu Zhuqing Jiang Aidong Men Yang Liu Qingchao Chen 27 4 0 28 Aug 2022
A diverse large-scale building dataset and a novel plug-and-play domain generalization method for building extraction M. Luo Shunping Ji Shiqing Wei 25 18 0 22 Aug 2022
Fuse and Attend: Generalized Embedding Learning for Art and Sketches U. Dutta 35 0 0 20 Aug 2022
Prompt Vision Transformer for Domain Generalization Zangwei Zheng Xiangyu Yue Kai Wang Yang You VLM VPVLM MDE 30 51 0 18 Aug 2022
Learning to Infer Counterfactuals: Meta-Learning for Estimating Multiple Imbalanced Treatment Effects Guanglin Zhou Lina Yao Xiwei Xu Chen Wang Liming Zhu OOD CML BDL 30 2 0 13 Aug 2022
Adaptive Domain Generalization via Online Disagreement Minimization X. Zhang Ying-Cong Chen OOD 27 5 0 03 Aug 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
Domain-invariant Feature Exploration for Domain Generalization Wang Lu Jindong Wang Haoliang Li Yiqiang Chen Xing Xie OOD 30 70 0 25 Jul 2022
Meta Spatio-Temporal Debiasing for Video Scene Graph Generation Li Xu Haoxuan Qu Jason Kuen Jiuxiang Gu Jun Liu CML 29 27 0 23 Jul 2022
Domain Generalization for Activity Recognition via Adaptive Feature Fusion Xin Qin Jindong Wang Yiqiang Chen Wang Lu Xinlong Jiang OOD 40 36 0 21 Jul 2022
Generative Domain Adaptation for Face Anti-Spoofing Qianyu Zhou Ke-Yue Zhang Taiping Yao Ran Yi Kekai Sheng Shouhong Ding Lizhuang Ma CVBM 32 48 0 20 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
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary Quande Liu Cheng Chen Qi Dou Pheng-Ann Heng OOD 49 36 0 29 Jun 2022
Domain Agnostic Few-shot Learning for Speaker Verification Seunghan Yang Debasmit Das Jang Hyun Cho Hyoungwoo Park Sungrack Yun OOD 19 7 0 28 Jun 2022