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-agnostic Question-Answering with Adversarial Training Seanie Lee Donggyu Kim Jangwon Park OOD 27 72 0 21 Oct 2019
Improve Model Generalization and Robustness to Dataset Bias with Bias-regularized Learning and Domain-guided Augmentation Yundong Zhang Hang Wu Huiye Liu L. Tong May D. Wang OOD 22 10 0 12 Oct 2019
Learning to Generalize One Sample at a Time with Self-Supervision A. DÍnnocente S. Bucci Barbara Caputo Tatiana Tommasi SSL OOD 14 4 0 09 Oct 2019
Test-Time Training with Self-Supervision for Generalization under Distribution Shifts Yu Sun Xiaolong Wang Zhuang Liu John Miller Alexei A. Efros Moritz Hardt TTA OOD 27 91 0 29 Sep 2019
Task-Discriminative Domain Alignment for Unsupervised Domain Adaptation Behnam Gholami Pritish Sahu Minyoung Kim Vladimir Pavlovic TTA 13 10 0 26 Sep 2019
EEG-Based Driver Drowsiness Estimation Using Feature Weighted Episodic Training Yuqi Cui Yifan Xu Dongrui Wu 11 62 0 25 Sep 2019
Meta-Neighborhoods Siyuan Shan Yang Li Junier Oliva 24 13 0 18 Sep 2019
Towards Shape Biased Unsupervised Representation Learning for Domain Generalization Nader Asadi Amir M. Sarfi M. Hosseinzadeh Zahra Karimpour M. Eftekhari OOD SSL 24 24 0 18 Sep 2019
Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data Xiangyu Yue Yang Zhang Sicheng Zhao Alberto L. Sangiovanni-Vincentelli Kurt Keutzer Boqing Gong OOD 6 381 0 02 Sep 2019
Artistic Domain Generalisation Methods are Limited by their Deep Representations Padraig Boulton Peter Hall OOD 11 2 0 29 Jul 2019
Domain Generalization via Multidomain Discriminant Analysis Shoubo Hu Anton van den Hengel Zhitang Chen L. Chan OOD AI4CE 13 107 0 25 Jul 2019
Self-supervised Domain Adaptation for Computer Vision Tasks Jiaolong Xu Liang Xiao Antonio M. López OOD SSL VLM 18 130 0 25 Jul 2019
Learning to Optimize Domain Specific Normalization for Domain Generalization Seonguk Seo Yumin Suh Dongwan Kim Geeho Kim Jongwoo Han Bohyung Han AI4CE 25 243 0 09 Jul 2019
Learning Robust Global Representations by Penalizing Local Predictive Power Haohan Wang Songwei Ge Eric P. Xing Zachary Chase Lipton OOD 19 929 0 29 May 2019
A Generalization Error Bound for Multi-class Domain Generalization A. Deshmukh Yunwen Lei Srinagesh Sharma Ürün Dogan J. Cutler Clayton Scott 16 36 0 24 May 2019
Adversarial Invariant Feature Learning with Accuracy Constraint for Domain Generalization K. Akuzawa Yusuke Iwasawa Y. Matsuo OOD 14 77 0 29 Apr 2019
A Strong Baseline for Domain Adaptation and Generalization in Medical Imaging L. Yao Jordan Prosky Ben Covington Kevin Lyman OOD LM&MA MedIm AI4CE 14 38 0 02 Apr 2019
Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets Riccardo Volpi Vittorio Murino 39 29 0 28 Mar 2019
Few-shot Adaptive Faster R-CNN Tao Wang Xiaopeng Zhang Li-xin Yuan Jiashi Feng ObjD 23 131 0 22 Mar 2019
AdaGraph: Unifying Predictive and Continuous Domain Adaptation through Graphs Massimiliano Mancini Samuel Rota Buló Barbara Caputo Elisa Ricci OOD 8 71 0 17 Mar 2019
Domain Generalization by Solving Jigsaw Puzzles Fabio Maria Carlucci A. DÍnnocente S. Bucci Barbara Caputo Tatiana Tommasi SSL 24 806 0 16 Mar 2019
Transfer Adaptation Learning: A Decade Survey Lei Zhang Xinbo Gao OOD 52 184 0 12 Mar 2019
Learning Robust Representations by Projecting Superficial Statistics Out Haohan Wang Zexue He Zachary Chase Lipton Eric P. Xing OOD 36 234 0 02 Mar 2019
Patch-based Output Space Adversarial Learning for Joint Optic Disc and Cup Segmentation Shujun Wang Lequan Yu Xin Yang Chi-Wing Fu Pheng-Ann Heng MedIm 18 220 0 20 Feb 2019
Learning to see across Domains and Modalities Fabio Maria Carlucci 29 0 0 13 Feb 2019
Episodic Training for Domain Generalization Da Li Jianshu Zhang Yongxin Yang Cong Liu Yi-Zhe Song Timothy M. Hospedales OOD 31 445 0 31 Jan 2019
Feature-Critic Networks for Heterogeneous Domain Generalization Yiying Li Yongxin Yang Wei Zhou Timothy M. Hospedales OOD 17 253 0 31 Jan 2019
Artistic Object Recognition by Unsupervised Style Adaptation Christopher Thomas Adriana Kovashka 14 20 0 28 Dec 2018
Multi-component Image Translation for Deep Domain Generalization Mohammad Mahfujur Rahman Clinton Fookes Mahsa Baktash Sridha Sridharan OOD 14 68 0 21 Dec 2018
Learning Semantic Segmentation from Synthetic Data: A Geometrically Guided Input-Output Adaptation Approach Yuhua Chen Wen Li Xiaoran Chen Luc Van Gool 24 245 0 12 Dec 2018
Moment Matching for Multi-Source Domain Adaptation Xingchao Peng Qinxun Bai Xide Xia Zijun Huang Kate Saenko Bo Wang OOD 74 1,749 0 04 Dec 2018
Weakly Supervised Object Detection in Artworks Nicolas Gonthier Y. Gousseau Saïd Ladjal Olivier Bonfait ObjD 17 70 0 05 Oct 2018
Domain Generalization with Domain-Specific Aggregation Modules A. DÍnnocente Barbara Caputo OOD 16 136 0 28 Sep 2018
Penalizing Top Performers: Conservative Loss for Semantic Segmentation Adaptation Xinge Zhu Hui Zhou Ceyuan Yang Jianping Shi Dahua Lin 14 104 0 04 Sep 2018
Hallucinating Agnostic Images to Generalize Across Domains Fabio Maria Carlucci P. Russo Tatiana Tommasi Barbara Caputo OOD 34 14 0 03 Aug 2018
Zero-shot Domain Adaptation without Domain Semantic Descriptors Atsutoshi Kumagai Tomoharu Iwata VLM 28 13 0 09 Jul 2018
Domain2Vec: Deep Domain Generalization A. Deshmukh Ankit Bansal Akash Rastogi ViT OOD 11 5 0 09 Jul 2018
Kitting in the Wild through Online Domain Adaptation Massimiliano Mancini H. Karaoğuz Elisa Ricci Patric Jensfelt Barbara Caputo 25 56 0 03 Jul 2018
Best sources forward: domain generalization through source-specific nets Massimiliano Mancini Samuel Rota Buló Barbara Caputo Elisa Ricci TTA OOD 8 158 0 15 Jun 2018
Generalizing to Unseen Domains via Adversarial Data Augmentation Riccardo Volpi Hongseok Namkoong Ozan Sener John C. Duchi Vittorio Murino Silvio Savarese OOD 41 768 0 30 May 2018
Boosting Domain Adaptation by Discovering Latent Domains Massimiliano Mancini Lorenzo Porzi Samuel Rota Buló Barbara Caputo Elisa Ricci OOD 136 154 0 03 May 2018
Improving Confidence Estimates for Unfamiliar Examples Zhizhong Li Derek Hoiem 17 9 0 09 Apr 2018
Domain Adaptive Faster R-CNN for Object Detection in the Wild Yuhua Chen Wen Li Christos Sakaridis Dengxin Dai Luc Van Gool OOD ObjD 16 1,280 0 08 Mar 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 8 1,989 0 10 Feb 2018
ROAD: Reality Oriented Adaptation for Semantic Segmentation of Urban Scenes Yuhua Chen Wen Li Luc Van Gool 32 293 0 30 Nov 2017
Domain Generalization by Marginal Transfer Learning Gilles Blanchard A. Deshmukh Ürün Dogan Gyemin Lee Clayton Scott OOD 30 274 0 21 Nov 2017
Learning to Generalize: Meta-Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 37 1,389 0 10 Oct 2017
Causally Regularized Learning with Agnostic Data Selection Bias Zheyan Shen Peng Cui Kun Kuang Yangqiu Song Peixuan Chen OOD 20 93 0 22 Aug 2017
Zero-Shot Deep Domain Adaptation Kuan-Chuan Peng Ziyan Wu Jan Ernst VLM 19 87 0 06 Jul 2017
Recent Advances in Transfer Learning for Cross-Dataset Visual Recognition: A Problem-Oriented Perspective Jing Zhang Wanqing Li P. Ogunbona Dong Xu OOD 27 46 0 11 May 2017