Modality-Agnostic Debiasing for Single Domain Generalization

13 March 2023

Yingwei Pan

Tao Mei

Papers citing "Modality-Agnostic Debiasing for Single Domain Generalization"

50 / 53 papers shown

Title
Upcycling Models under Domain and Category Shift Sanqing Qu Tianpei Zou Florian Roehrbein Cewu Lu Guang-Sheng Chen Dacheng Tao Changjun Jiang 84 43 0 13 Mar 2023
Attention Consistency on Visual Corruptions for Single-Source Domain Generalization Ilke Çugu Massimiliano Mancini Yanbei Chen Zeynep Akata OOD 62 46 0 27 Apr 2022
BMD: A General Class-balanced Multicentric Dynamic Prototype Strategy for Source-free Domain Adaptation Sanqing Qu Guang Chen Jing Zhang Zhijun Li Wei He Dacheng Tao TTA 72 58 0 06 Apr 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 280 30,103 0 01 Mar 2022
Uncertainty Modeling for Out-of-Distribution Generalization Xiaotong Li Yongxing Dai Yixiao Ge Jun Liu Ying Shan Ling-Yu Duan OODD OOD 80 178 0 08 Feb 2022
A Style and Semantic Memory Mechanism for Domain Generalization Yang Chen Yu Wang Yingwei Pan Ting Yao Xinmei Tian Tao Mei 60 42 0 14 Dec 2021
Towards Principled Disentanglement for Domain Generalization Hanlin Zhang Yi-Fan Zhang Weiyang Liu Adrian Weller Bernhard Schölkopf Eric Xing OOD 91 117 0 27 Nov 2021
Learning to Diversify for Single Domain Generalization Zijian Wang Yadan Luo Ruihong Qiu Zi Huang Mahsa Baktash 100 257 0 26 Aug 2021
Out-of-Domain Generalization from a Single Source: An Uncertainty Quantification Approach Xi Peng Fengchun Qiao Long Zhao OOD 92 36 0 05 Aug 2021
Domain Generalization with MixStyle Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang 141 759 0 05 Apr 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 217 1,228 0 02 Mar 2021
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 283 454 0 17 Feb 2021
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification Oren Nuriel Sagie Benaim Lior Wolf 65 89 0 09 Oct 2020
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization Prithvijit Chattopadhyay Yogesh Balaji Judy Hoffman OOD 79 206 0 28 Aug 2020
PointMixup: Augmentation for Point Clouds Yunlu Chen Vincent Tao Hu E. Gavves Thomas Mensink Pascal Mettes Pengwan Yang Cees G. M. Snoek 3DPC 70 158 0 14 Aug 2020
Robust and Generalizable Visual Representation Learning via Random Convolutions Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 115 194 0 25 Jul 2020
Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation Haoran Wang T. Shen Wei Zhang Lingyu Duan Tao Mei 68 289 0 17 Jul 2020
DACS: Domain Adaptation via Cross-domain Mixed Sampling Wilhelm Tranheden Viktor Olsson Juliano Pinto Lennart Svensson 93 358 0 17 Jul 2020
Learning to Generate Novel Domains for Domain Generalization Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 116 455 0 07 Jul 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 79 1,149 0 02 Jul 2020
The Pitfalls of Simplicity Bias in Neural Networks Harshay Shah Kaustav Tamuly Aditi Raghunathan Prateek Jain Praneeth Netrapalli AAML 67 361 0 13 Jun 2020
Exploring Category-Agnostic Clusters for Open-Set Domain Adaptation Yingwei Pan Ting Yao Yehao Li Chong-Wah Ngo Tao Mei 63 72 0 11 Jun 2020
Cross-domain Face Presentation Attack Detection via Multi-domain Disentangled Representation Learning Guoqing Wang Hu Han Shiguang Shan Xilin Chen CVBM OOD 60 173 0 04 Apr 2020
Efficient Domain Generalization via Common-Specific Low-Rank Decomposition Vihari Piratla Praneeth Netrapalli Sunita Sarawagi OOD 56 219 0 28 Mar 2020
Domain Adaptive Ensemble Learning Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang OOD 199 280 0 16 Mar 2020
Towards Universal Representation Learning for Deep Face Recognition Yichun Shi Xiang Yu Kihyuk Sohn Manmohan Chandraker Anil K. Jain CVBM OOD 121 149 0 26 Feb 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 440 10,591 0 17 Feb 2020
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty Dan Hendrycks Norman Mu E. D. Cubuk Barret Zoph Justin Gilmer Balaji Lakshminarayanan OOD UQCV 118 1,300 0 05 Dec 2019
PointDAN: A Multi-Scale 3D Domain Adaption Network for Point Cloud Representation Can Qin Haoxuan You Lichen Wang C.-C. Jay Kuo Y. Fu 3DPC 65 200 0 07 Nov 2019
Progressive Domain Adaptation for Object Detection Han-Kai Hsu Chun-Han Yao Yi-Hsuan Tsai Wei-Chih Hung Hung-Yu Tseng M. Singh Ming-Hsuan Yang ObjD 98 312 0 24 Oct 2019
Domain Generalization via Multidomain Discriminant Analysis Shoubo Hu Kun Zhang Zhitang Chen L. Chan OOD AI4CE 69 110 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 86 246 0 09 Jul 2019
High Frequency Component Helps Explain the Generalization of Convolutional Neural Networks Haohan Wang Xindi Wu Pengcheng Yin Eric Xing 61 524 0 28 May 2019
Exploring Object Relation in Mean Teacher for Cross-Domain Detection Qi Cai Yingwei Pan Chong-Wah Ngo Xinmei Tian Ling-yu Duan Ting Yao ViT OOD 73 308 0 25 Apr 2019
Transferrable Prototypical Networks for Unsupervised Domain Adaptation Yingwei Pan Ting Yao Yehao Li Yu Wang Chong-Wah Ngo Tao Mei 83 348 0 25 Apr 2019
Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets Riccardo Volpi Vittorio Murino 64 29 0 28 Mar 2019
Learning Robust Representations by Projecting Superficial Statistics Out Haohan Wang Zexue He Zachary Chase Lipton Eric Xing OOD 70 235 0 02 Mar 2019
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos Patricia Rubisch Claudio Michaelis Matthias Bethge Felix Wichmann Wieland Brendel 105 2,672 0 29 Nov 2018
Recognition in Terra Incognita Sara Beery Grant Van Horn Pietro Perona 92 851 0 13 Jul 2018
Domain Adaptive Faster R-CNN for Object Detection in the Wild Yuhua Chen Wen Li Daniel Gehrig Dengxin Dai Luc Van Gool OOD ObjD 107 1,304 0 08 Mar 2018
Multinomial Adversarial Networks for Multi-Domain Text Classification Xilun Chen Claire Cardie OOD 45 133 0 15 Feb 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 73 2,013 0 10 Feb 2018
CyCADA: Cycle-Consistent Adversarial Domain Adaptation Judy Hoffman Eric Tzeng Taesung Park Jun-Yan Zhu Phillip Isola Kate Saenko Alexei A. Efros Trevor Darrell 147 3,002 0 08 Nov 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 280 9,797 0 25 Oct 2017
Deeper, Broader and Artier Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 124 1,446 0 09 Oct 2017
Playing for Data: Ground Truth from Computer Games Stephan R. Richter Vibhav Vineet Stefan Roth V. Koltun VLM 122 2,011 0 07 Aug 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 265 18,240 0 02 Jun 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 1.1K 11,623 0 06 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,322 0 10 Dec 2015
Scatter Component Analysis: A Unified Framework for Domain Adaptation and Domain Generalization Muhammad Ghifary David Balduzzi W. Kleijn Mengjie Zhang 76 438 0 15 Oct 2015