Domain Generalization via Model-Agnostic Learning of Semantic Features

29 October 2019

Qi Dou

Daniel Coelho De Castro

Konstantinos Kamnitsas

Ben Glocker

OOD

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Papers citing "Domain Generalization via Model-Agnostic Learning of Semantic Features"

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Title
MixStyle Neural Networks for Domain Generalization and Adaptation Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang OOD TTA 79 86 0 05 Jul 2021
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation Chen Chen Kerstin Hammernik Cheng Ouyang C. Qin Wenjia Bai Daniel Rueckert OOD 54 20 0 02 Jul 2021
Semi-supervised Meta-learning with Disentanglement for Domain-generalised Medical Image Segmentation Xiao Liu Spyridon Thermos Alison Q. OÑeil Sotirios A. Tsaftaris OOD 102 50 0 24 Jun 2021
AtrialGeneral: Domain Generalization for Left Atrial Segmentation of Multi-Center LGE MRIs Lei Li V. Zimmer Julia A. Schnabel Xiahai Zhuang 81 23 0 16 Jun 2021
Delving Deep into the Generalization of Vision Transformers under Distribution Shifts Chongzhi Zhang Mingyuan Zhang Shanghang Zhang Daisheng Jin Qiang-feng Zhou Zhongang Cai Haiyu Zhao Xianglong Liu Ziwei Liu 72 105 0 14 Jun 2021
Domain Generalization on Medical Imaging Classification using Episodic Training with Task Augmentation Chenxin Li Qi Qi Xinghao Ding Yue Huang Dong Liang Yizhou Yu OOD 56 71 0 13 Jun 2021
Learning Domain Invariant Representations by Joint Wasserstein Distance Minimization Léo Andéol Yusei Kawakami Yuichiro Wada Takafumi Kanamori K. Müller G. Montavon OOD 103 7 0 09 Jun 2021
OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization Nanyang Ye Kaican Li Haoyue Bai Runpeng Yu Lanqing Hong Fengwei Zhou Zhenguo Li Jun Zhu CML OOD 109 113 0 07 Jun 2021
Multi-Target Domain Adaptation with Collaborative Consistency Learning Takashi Isobe Xu Jia Shuaijun Chen Jianzhong He Yongjie Shi Jian-zhuo Liu Huchuan Lu Shengjin Wang 92 87 0 07 Jun 2021
Meta-learning with implicit gradients in a few-shot setting for medical image segmentation Rabindra Khadka Debesh Jha Steven Hicks Vajira Thambawita Michael A. Riegler Sharib Ali Pål Halvorsen 73 49 0 06 Jun 2021
Feature-based Style Randomization for Domain Generalization Yue Wang Lei Qi Yinghuan Shi Yang Gao OOD 96 51 0 06 Jun 2021
Cross-Domain First Person Audio-Visual Action Recognition through Relative Norm Alignment M. Planamente Chiara Plizzari Emanuele Alberti Barbara Caputo EgoV 127 12 0 03 Jun 2021
Contrastive ACE: Domain Generalization Through Alignment of Causal Mechanisms Yunqi Wang Furui Liu Zhitang Chen Qing Lian Guangyong Chen Jianye Hao Yik-Chung Wu OOD CML 72 35 0 02 Jun 2021
Semi-Supervised Domain Generalization with Stochastic StyleMatch Kaiyang Zhou Chen Change Loy Ziwei Liu OOD 82 59 0 01 Jun 2021
Multiple Domain Experts Collaborative Learning: Multi-Source Domain Generalization For Person Re-Identification Shijie Yu Feng Zhu Dapeng Chen Rui Zhao Haobin Chen Shixiang Tang Jinguo Zhu Yu Qiao OOD 98 15 0 26 May 2021
A Fourier-based Framework for Domain Generalization Qinwei Xu Ruipeng Zhang Ya Zhang Yanfeng Wang Qi Tian OOD 146 442 0 24 May 2021
Generalizable Person Re-identification with Relevance-aware Mixture of Experts Yongxing Dai Xiaotong Li Jun Liu Zekun Tong Ling-yu Duan OOD 76 128 0 19 May 2021
Privacy-Preserving Constrained Domain Generalization via Gradient Alignment Chris Xing Tian Haoliang Li Yufei Wang Shiqi Wang 63 4 0 14 May 2021
The Federated Tumor Segmentation (FeTS) Challenge Sarthak Pati Ujjwal Baid M. Zenk Brandon Edwards Micah J. Sheller ... Lena Maier-Hein Jens Kleesiek Bjoern Menze Klaus Maier-Hein Spyridon Bakas FedML OOD 108 78 0 12 May 2021
A Bit More Bayesian: Domain-Invariant Learning with Uncertainty Zehao Xiao Jiayi Shen Xiantong Zhen Ling Shao Cees G. M. Snoek BDL UQCV OOD 45 40 0 09 May 2021
Self-Adaptive Transfer Learning for Multicenter Glaucoma Classification in Fundus Retina Images Yiming Bao Jun Wang Tong Li Linyan Wang Jianwei Xu Juan Ye Xiaobo Li OOD 95 3 0 07 May 2021
Adaptive Domain-Specific Normalization for Generalizable Person Re-Identification Jiawei Liu Zhipeng Huang Kecheng Zheng Dong Liu Xiaoyan Sun Zhengjun Zha OOD 110 0 0 07 May 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 126 58 0 29 Apr 2021
Deep Domain Generalization with Feature-norm Network Mohammad Mahfujur Rahman Clinton Fookes Sridha Sridharan OOD 82 3 0 28 Apr 2021
Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation Yingda Xia Dong Yang Wenqi Li Andriy Myronenko Daguang Xu ... Elvira Stellato G. Carrafiello A. Ierardi Alan Yuille H. Roth OOD FedML 106 46 0 20 Apr 2021
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization Daehee Kim Seunghyun Park Jinkyu Kim Jaekoo Lee OOD SSL 137 273 0 20 Apr 2021
Deep Stable Learning for Out-Of-Distribution Generalization Xingxuan Zhang Peng Cui Renzhe Xu Linjun Zhou Yue He Zheyan Shen OOD 90 259 0 16 Apr 2021
Open Domain Generalization with Domain-Augmented Meta-Learning Yang Shu Zhangjie Cao Chenyu Wang Jianmin Wang Mingsheng Long OOD 77 166 0 08 Apr 2021
Achieving Domain Generalization in Underwater Object Detection by Domain Mixup and Contrastive Learning Yang Chen Pinhao Song Hong Liu Linhui Dai Xiaochuan Zhang Runwei Ding Shengquan Li 131 46 0 06 Apr 2021
Domain Generalization with MixStyle Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang 151 763 0 05 Apr 2021
Explainability-aided Domain Generalization for Image Classification Robin M. Schmidt FAtt OOD 61 1 0 05 Apr 2021
Confidence Calibration for Domain Generalization under Covariate Shift Yunye Gong Xiaoyu Lin Yi Yao Thomas G. Dietterich Ajay Divakaran Melinda Gervasio 65 27 0 01 Apr 2021
Progressive Domain Expansion Network for Single Domain Generalization Lei Li Ke Gao Juan Cao Ziyao Huang Yepeng Weng Xiaoyue Mi Zhengze Yu Xiaoya Li Boyang Xia OOD AI4CE 66 169 0 30 Mar 2021
RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening Sungha Choi Sanghun Jung Huiwon Yun J. Kim Seungryong Kim Jaegul Choo 130 291 0 29 Mar 2021
Orthogonal Projection Loss Kanchana Ranasinghe Muzammal Naseer Munawar Hayat Salman Khan Fahad Shahbaz Khan VLM 74 73 0 25 Mar 2021
MetaAlign: Coordinating Domain Alignment and Classification for Unsupervised Domain Adaptation Guoqiang Wei Cuiling Lan Wenjun Zeng Zhibo Chen 79 107 0 25 Mar 2021
Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation Rongguang Wang Pratik Chaudhari Christos Davatzikos OOD 137 52 0 23 Mar 2021
Intra-Inter Camera Similarity for Unsupervised Person Re-Identification Shiyu Xuan Shiliang Zhang 82 175 0 22 Mar 2021
An Empirical Framework for Domain Generalization in Clinical Settings Haoran Zhang Natalie Dullerud Laleh Seyyed-Kalantari Q. Morris Shalmali Joshi Marzyeh Ghassemi OOD AI4CE 125 61 0 20 Mar 2021
Uncertainty-guided Model Generalization to Unseen Domains Fengchun Qiao Xi Peng OOD UQCV 90 61 0 12 Mar 2021
Cross-Domain Similarity Learning for Face Recognition in Unseen Domains M. Faraki Xiang Yu Yi-Hsuan Tsai Yumin Suh Manmohan Chandraker CVBM OOD 76 26 0 12 Mar 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Quande Liu Cheng Chen J. Qin Qi Dou Pheng-Ann Heng OOD FedML 179 444 0 10 Mar 2021
Contrast Adaptive Tissue Classification by Alternating Segmentation and Synthesis Dzung L. Pham Y. Chou Blake E. Dewey Daniel Reich J. Butman Snehashis Roy 47 3 0 04 Mar 2021
Multi-task Learning by Leveraging the Semantic Information Fan Zhou B. Chaib-draa Boyu Wang 72 12 0 03 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 268 1,037 0 03 Mar 2021
FSDR: Frequency Space Domain Randomization for Domain Generalization Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu 105 225 0 03 Mar 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 280 1,240 0 02 Mar 2021
Domain Generalization via Inference-time Label-Preserving Target Projections Prashant Pandey Mrigank Raman Sumanth Varambally A. Prathosh OOD 97 45 0 01 Mar 2021
Neuron Coverage-Guided Domain Generalization Chris Xing Tian Haoliang Li Xiaofei Xie Yang Liu Shiqi Wang 93 37 0 27 Feb 2021
Nonlinear Invariant Risk Minimization: A Causal Approach Chaochao Lu Yuhuai Wu Jośe Miguel Hernández-Lobato Bernhard Schölkopf CML OOD 132 52 0 24 Feb 2021