Deeper, Broader and Artier Domain Generalization

9 October 2017

Da Li

Yongxin Yang

Yi-Zhe Song

Timothy M. Hospedales

OOD

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Papers citing "Deeper, Broader and Artier Domain Generalization"

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Title
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
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series Jean-Christophe Gagnon-Audet Kartik Ahuja Mohammad Javad Darvishi Bayazi Pooneh Mousavi G. Dumas Irina Rish OOD CML AI4TS 109 32 0 18 Mar 2022
On Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization and Beyond Yuzhe Yang Hao Wang Dina Katabi AI4CE 61 43 0 17 Mar 2022
Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization Yabin Zhang Minghan Li Ruihuang Li Kui Jia Lei Zhang OOD 134 168 0 15 Mar 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 100 30 0 15 Mar 2022
Domain Generalisation for Object Detection under Covariate and Concept Shift Karthik Seemakurthy E. Aptoula Charles Fox Petra Bosilj ObjD OOD 79 10 0 10 Mar 2022
Dynamic Instance Domain Adaptation Zhongying Deng Kaiyang Zhou Da Li Junjun He Yi-Zhe Song Tao Xiang OOD 90 33 0 09 Mar 2022
Domain Generalization using Pretrained Models without Fine-tuning Ziyue Li Kan Ren Xinyang Jiang Yue Liu Haipeng Zhang Dongsheng Li VLM 92 38 0 09 Mar 2022
On Generalizing Beyond Domains in Cross-Domain Continual Learning Christian Simon M. Faraki Yi-Hsuan Tsai Xiang Yu S. Schulter Yumin Suh Mehrtash Harandi Manmohan Chandraker FedML OOD CLL 68 32 0 08 Mar 2022
BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning Zhi Hou B. Yu Dacheng Tao ViT 166 63 0 03 Mar 2022
Global-Local Regularization Via Distributional Robustness Hoang Phan Trung Le Trung-Nghia Phung Tu Bui Nhat Ho Dinh Q. Phung OOD 91 13 0 01 Mar 2022
Learning Semantic Segmentation from Multiple Datasets with Label Shifts Dongwan Kim Yi-Hsuan Tsai Yumin Suh M. Faraki Sparsh Garg Manmohan Chandraker Bohyung Han 52 21 0 28 Feb 2022
Edge Augmentation for Large-Scale Sketch Recognition without Sketches Nikos Efthymiadis Giorgos Tolias Ondřej Chum 90 7 0 26 Feb 2022
VLAD-VSA: Cross-Domain Face Presentation Attack Detection with Vocabulary Separation and Adaptation Jiong Wang Zhou Zhao Weike Jin Xinyu Duan Zhen Lei Baoxing Huai Yiling Wu Xiaofei He CVBM AAML VLM 79 12 0 21 Feb 2022
Learning to Generalize across Domains on Single Test Samples Zehao Xiao Xiantong Zhen Ling Shao Cees G. M. Snoek OOD 80 33 0 16 Feb 2022
Domain-Adjusted Regression or: ERM May Already Learn Features Sufficient for Out-of-Distribution Generalization Elan Rosenfeld Pradeep Ravikumar Andrej Risteski OOD 83 82 0 14 Feb 2022
Uncertainty Modeling for Out-of-Distribution Generalization Xiaotong Li Yongxing Dai Yixiao Ge Jun Liu Ying Shan Ling-Yu Duan OODD OOD 94 178 0 08 Feb 2022
A Note on "Assessing Generalization of SGD via Disagreement" Andreas Kirsch Y. Gal FedML UQCV 62 16 0 03 Feb 2022
Generalized Visual Quality Assessment of GAN-Generated Face Images Yu Tian Zhangkai Ni Baoliang Chen Shiqi Wang Hanli Wang Sam Kwong EGVM 66 8 0 28 Jan 2022
Gap Minimization for Knowledge Sharing and Transfer Boyu Wang Jorge Armando Mendez Mendez Changjian Shui Fan Zhou Di Wu Gezheng Xu Christian Gagné Eric Eaton 107 10 0 26 Jan 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
Domain Generalization via Frequency-domain-based Feature Disentanglement and Interaction Jing-Yi Wang Ruoyi Du Dongliang Chang Kongming Liang Zhanyu Ma OOD 79 47 0 20 Jan 2022
Optimal Representations for Covariate Shift Yangjun Ruan Yann Dubois Chris J. Maddison OOD 118 69 0 31 Dec 2021
Few-Shot Classification in Unseen Domains by Episodic Meta-Learning Across Visual Domains Yuan Cheng Ci-Siang Lin Fu-En Yang Yu-Chiang Frank Wang 64 2 0 27 Dec 2021
MVDG: A Unified Multi-view Framework for Domain Generalization Jian Zhang Lei Qi Yinghuan Shi Yang Gao 64 31 0 23 Dec 2021
Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization Kowshik Thopalli Sameeksha Katoch Pavan Turaga Jayaraman J. Thiagarajan OOD 38 0 0 17 Dec 2021
High Fidelity Visualization of What Your Self-Supervised Representation Knows About Florian Bordes Randall Balestriero Pascal Vincent DiffM 109 65 0 16 Dec 2021
A Style and Semantic Memory Mechanism for Domain Generalization Yang Chen Yu Wang Yingwei Pan Ting Yao Xinmei Tian Tao Mei 65 42 0 14 Dec 2021
Transferrable Contrastive Learning for Visual Domain Adaptation Yang Chen Yingwei Pan Yu Wang Ting Yao Xinmei Tian Tao Mei 97 23 0 14 Dec 2021
Extending the WILDS Benchmark for Unsupervised Adaptation Shiori Sagawa Pang Wei Koh Tony Lee Irena Gao Sang Michael Xie ... Kate Saenko Tatsunori Hashimoto Sergey Levine Chelsea Finn Percy Liang OOD 67 102 0 09 Dec 2021
Adaptive Methods for Aggregated Domain Generalization Xavier Thomas D. Mahajan A. Pentland Abhimanyu Dubey OOD 63 10 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 84 6 0 07 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 79 42 0 04 Dec 2021
Causal-based Time Series Domain Generalization for Vehicle Intention Prediction Yeping Hu Xiaogang Jia Masayoshi Tomizuka Wei Zhan OOD 78 26 0 03 Dec 2021
Task2Sim : Towards Effective Pre-training and Transfer from Synthetic Data Samarth Mishra Yikang Shen Cheng Perng Phoo Chun-Fu Chen Leonid Karlinsky Kate Saenko Venkatesh Saligrama Rogerio Feris 101 38 0 30 Nov 2021
Towards Principled Disentanglement for Domain Generalization Hanlin Zhang Yi-Fan Zhang Weiyang Liu Adrian Weller Bernhard Schölkopf Eric Xing OOD 126 118 0 27 Nov 2021
On Learning Domain-Invariant Representations for Transfer Learning with Multiple Sources Trung-Nghia Phung Trung Le L. Vuong Toan M. Tran Anh Tran Hung Bui Dinh Q. Phung OOD AI4CE 75 19 0 27 Nov 2021
Confounder Identification-free Causal Visual Feature Learning Xin Li Zhizheng Zhang Guoqiang Wei Cuiling Lan Wenjun Zeng Xin Jin Zhibo Chen CML OOD 97 14 0 26 Nov 2021
Contrastive Vicinal Space for Unsupervised Domain Adaptation Jaemin Na Dongyoon Han H. Chang Wonjun Hwang 96 20 0 26 Nov 2021
Domain Prompt Learning for Efficiently Adapting CLIP to Unseen Domains Xinyu Zhang S. Gu Yutaka Matsuo Yusuke Iwasawa VLM 104 40 0 25 Nov 2021
Federated Learning with Domain Generalization Liling Zhang Xinyu Lei Yichun Shi Hongyu Huang Chao Chen FedML OOD 64 57 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 62 12 0 19 Nov 2021
Understanding and Testing Generalization of Deep Networks on Out-of-Distribution Data Rui Hu Jitao Sang Jinqiang Wang Rui Hu Chaoquan Jiang CML OOD 59 7 0 17 Nov 2021
Out-of-Domain Human Mesh Reconstruction via Dynamic Bilevel Online Adaptation Shanyan Guan Jingwei Xu Michelle Z. He Yunbo Wang Bingbing Ni Xiaokang Yang 3DH 101 33 0 07 Nov 2021
Domain Attention Consistency for Multi-Source Domain Adaptation Zhongying Deng Kaiyang Zhou Yongxin Yang Tao Xiang 113 7 0 06 Nov 2021
Class-wise Thresholding for Robust Out-of-Distribution Detection Matteo Guarrera Baihong Jin Tung-Wei Lin Maria A. Zuluaga Yuxin Chen Alberto L. Sangiovanni-Vincentelli OODD OOD 88 3 0 28 Oct 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 307 946 0 21 Oct 2021
A Fine-Grained Analysis on Distribution Shift Olivia Wiles Sven Gowal Florian Stimberg Sylvestre-Alvise Rebuffi Ira Ktena Krishnamurthy Dvijotham A. Cemgil OOD 317 215 0 21 Oct 2021
Center Loss Regularization for Continual Learning Kaustubh Olpadkar Ekta Gavas CLL 88 1 0 21 Oct 2021
Learning Representations that Support Robust Transfer of Predictors Yilun Xu Tommi Jaakkola OOD 42 26 0 19 Oct 2021