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
Cross-Domain Few-Shot Graph Classification Kaveh Hassani 107 32 0 20 Jan 2022
Domain Generalization via Frequency-domain-based Feature Disentanglement and Interaction Jing-Yi Wang Ruoyi Du Dongliang Chang Kongming Liang Zhanyu Ma OOD 88 47 0 20 Jan 2022
MVDG: A Unified Multi-view Framework for Domain Generalization Jian Zhang Lei Qi Yinghuan Shi Yang Gao 81 31 0 23 Dec 2021
Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization Ziqi Zhou Lei Qi Xin Yang Dong Ni Yinghuan Shi OOD MedIm 69 59 0 21 Dec 2021
Lifelong Unsupervised Domain Adaptive Person Re-identification with Coordinated Anti-forgetting and Adaptation Zhipeng Huang Zhizheng Zhang Cuiling Lan Wenjun Zeng Peng Chu Quanzeng You Jiang Wang Zicheng Liu Zhengjun Zha CLL 113 36 0 13 Dec 2021
Style Mixing and Patchwise Prototypical Matching for One-Shot Unsupervised Domain Adaptive Semantic Segmentation Xinyi Wu Zhenyao Wu Yuhang Lu Lili Ju Song Wang 88 24 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
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 78 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
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
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Cheng Ouyang Chen Chen Surui Li Zeju Li C. Qin Wenjia Bai Daniel Rueckert OOD 128 161 0 24 Nov 2021
DAPPER: Label-Free Performance Estimation after Personalization for Heterogeneous Mobile Sensing Taesik Gong Yewon Kim Adiba Orzikulova Yunxin Liu Sung Ju Hwang Jinwoo Shin Sung-Ju Lee 84 9 0 22 Nov 2021
Domain Generalization for Mammography Detection via Multi-style and Multi-view Contrastive Learning Zheren Li Zhiming Cui Sheng Wang Yuji Qi Xi Ouyang Qitian Chen Yuezhi Yang Zhong Xue Dinggang Shen Jie Cheng OOD MedIm 99 39 0 21 Nov 2021
Three approaches to facilitate DNN generalization to objects in out-of-distribution orientations and illuminations Akira Sakai Taro Sunagawa Spandan Madan Kanata Suzuki Takashi Katoh Hiromichi Kobashi Hanspeter Pfister Pawan Sinha Xavier Boix Tomotake Sasaki 73 2 0 30 Oct 2021
Domain Generalization through Audio-Visual Relative Norm Alignment in First Person Action Recognition M. Planamente Chiara Plizzari Emanuele Alberti Barbara Caputo EgoV 121 35 0 19 Oct 2021
Pareto Navigation Gradient Descent: a First-Order Algorithm for Optimization in Pareto Set Mao Ye Qiang Liu 133 11 0 17 Oct 2021
Invariant Language Modeling Maxime Peyrard Sarvjeet Ghotra Martin Josifoski Vidhan Agarwal Barun Patra Dean Carignan Emre Kıcıman Robert West 92 13 0 16 Oct 2021
Learn to Ignore: Domain Adaptation for Multi-Site MRI Analysis J. Wolleb Robin Sandkühler Florentin Bieder M. Barakovic N. Hadjikhani A. Papadopoulou Ozgur Yaldizli J. Kuhle Cristina Granziera Philippe C. Cattin OOD 69 8 0 13 Oct 2021
Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization Junkun Yuan Xu Ma Defang Chen Leilei Gan Lanfen Lin Kun Kuang FedML 121 23 0 13 Oct 2021
Better Pseudo-label: Joint Domain-aware Label and Dual-classifier for Semi-supervised Domain Generalization Ruiqi Wang Lei Qi Yinghuan Shi Yang Gao 86 25 0 10 Oct 2021
Towards Data-Free Domain Generalization A. Frikha Haokun Chen Denis Krompass Thomas Runkler Volker Tresp OOD 157 14 0 09 Oct 2021
Discover, Hallucinate, and Adapt: Open Compound Domain Adaptation for Semantic Segmentation Kwanyong Park Sanghyun Woo Inkyu Shin In So Kweon OOD 78 36 0 08 Oct 2021
Scale Invariant Domain Generalization Image Recapture Detection Jinian Luo Jie Guo Weidong Qiu Zheng Huang Hong Hui 47 8 0 07 Oct 2021
The Connection between Out-of-Distribution Generalization and Privacy of ML Models Divyat Mahajan Shruti Tople Amit Sharma OOD 112 7 0 07 Oct 2021
Dynamically Decoding Source Domain Knowledge for Domain Generalization Cuicui Kang Karthik Nandakumar OOD ViT 124 1 0 06 Oct 2021
Instrumental Variable-Driven Domain Generalization with Unobserved Confounders Junkun Yuan Xu Ma Ruoxuan Xiong Biwei Huang Xiangyu Liu Leilei Gan Lanfen Lin Kun Kuang OOD CML 108 12 0 04 Oct 2021
Domain-Specific Bias Filtering for Single Labeled Domain Generalization Junkun Yuan Xu Ma Defang Chen Kun Kuang Leilei Gan Lanfen Lin 127 25 0 02 Oct 2021
A Principled Approach to Failure Analysis and Model Repairment: Demonstration in Medical Imaging Thomas Henn Yasukazu Sakamoto Clément Jacquet Shunsuke Yoshizawa M. Andou ... R. Saga Hiroyuki Ishihara Katsuhiko Shimizu Yingzhen Li Ryutaro Tanno 178 9 0 25 Sep 2021
Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation Ran Gu Jingyang Zhang Rui Huang Wenhui Lei Guotai Wang Shaoting Zhang OOD 82 29 0 18 Sep 2021
Variational Disentanglement for Domain Generalization Yufei Wang Haoliang Li Hao Cheng Bihan Wen Lap-Pui Chau Alex C. Kot OOD DRL 120 27 0 13 Sep 2021
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation Yijun Yang Shujun Wang Lei Zhu Lequan Yu 139 11 0 13 Sep 2021
Shape-Biased Domain Generalization via Shock Graph Embeddings M. Narayanan Vickram Rajendran Benjamin Kimia 73 14 0 13 Sep 2021
Discovery of New Multi-Level Features for Domain Generalization via Knowledge Corruption A. Frikha Denis Krompass Volker Tresp OOD 90 1 0 09 Sep 2021
NAS-OoD: Neural Architecture Search for Out-of-Distribution Generalization Haoyue Bai Fengwei Zhou Lanqing Hong Nanyang Ye Shueng-Han Gary Chan Zhenguo Li OOD UQCV 73 44 0 05 Sep 2021
Barycentric-alignment and reconstruction loss minimization for domain generalization Boyang Lyu Thuan Q. Nguyen Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 140 4 0 04 Sep 2021
Towards Out-Of-Distribution Generalization: A Survey Jiashuo Liu Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 168 536 0 31 Aug 2021
Self-balanced Learning For Domain Generalization Jin-Hwa Kim Jiyoung Lee Jungin Park Dongbo Min Kwanghoon Sohn OOD AI4CE 40 6 0 31 Aug 2021
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris 74 6 0 26 Aug 2021
Learning to Diversify for Single Domain Generalization Zijian Wang Yadan Luo Ruihong Qiu Zi Huang Mahsa Baktash 116 259 0 26 Aug 2021
Discovering Spatial Relationships by Transformers for Domain Generalization Cuicui Kang Karthik Nandakumar ViT 26 0 0 23 Aug 2021
Self-Rule to Multi-Adapt: Generalized Multi-source Feature Learning Using Unsupervised Domain Adaptation for Colorectal Cancer Tissue Detection C. Abbet Linda Studer Andreas Fischer H. Dawson I. Zlobec Behzad Bozorgtabar Jean-Philippe Thiran OOD 94 34 0 20 Aug 2021
Discriminative Domain-Invariant Adversarial Network for Deep Domain Generalization Mohammad Mahfujur Rahman Clinton Fookes Sridha Sridharan OOD 83 3 0 20 Aug 2021
Feature Stylization and Domain-aware Contrastive Learning for Domain Generalization Seogkyu Jeon Kibeom Hong Pilhyeon Lee Jewook Lee H. Byun OOD 97 79 0 19 Aug 2021
Training for the Future: A Simple Gradient Interpolation Loss to Generalize Along Time Anshul Nasery Soumyadeep Thakur Vihari Piratla A. De Sunita Sarawagi AI4TS 67 28 0 15 Aug 2021
The Effect of the Loss on Generalization: Empirical Study on Synthetic Lung Nodule Data V. Baltatzis Loic Le Folgoc S. Ellis O. M. Manzanera Kyriaki-Margarita Bintsi A. Nair S. Desai Ben Glocker Julia A. Schnabel OOD 21 1 0 10 Aug 2021
Out-of-Domain Generalization from a Single Source: An Uncertainty Quantification Approach Xi Peng Fengchun Qiao Long Zhao OOD 134 36 0 05 Aug 2021
Domain Generalization via Gradient Surgery Lucas Mansilla Rodrigo Echeveste Diego H. Milone Enzo Ferrante OOD 91 84 0 03 Aug 2021
Text is Text, No Matter What: Unifying Text Recognition using Knowledge Distillation A. Bhunia Aneeshan Sain Pinaki Nath Chowdhury Yi-Zhe Song 80 29 0 26 Jul 2021
Towards Unsupervised Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Peng Cui Zheyan Shen Haoxin Liu OOD AI4CE 95 51 0 13 Jul 2021
Embracing the Dark Knowledge: Domain Generalization Using Regularized Knowledge Distillation Yufei Wang Haoliang Li Lap-pui Chau Alex C. Kot FedML 56 43 0 06 Jul 2021