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
Style Mixing and Patchwise Prototypical Matching for One-Shot Unsupervised Domain Adaptive Semantic Segmentation Xinyi Wu Zhenyao Wu Yuhang Lu Lili Ju Song Wang 37 23 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 39 5 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 29 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 28 14 0 26 Nov 2021
Domain Prompt Learning for Efficiently Adapting CLIP to Unseen Domains X. Zhang S. Gu Yutaka Matsuo Yusuke Iwasawa VLM 41 37 0 25 Nov 2021
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Cheng Ouyang Chia-Ju Chen Surui Li Zeju Li C. Qin Wenjia Bai Daniel Rueckert OOD 30 155 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 22 8 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 D. Shen Jie-Zhi Cheng OOD MedIm 30 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 19 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 22 33 0 19 Oct 2021
Pareto Navigation Gradient Descent: a First-Order Algorithm for Optimization in Pareto Set Mao Ye Qiang Liu 21 9 0 17 Oct 2021
Invariant Language Modeling Maxime Peyrard Sarvjeet Ghotra Martin Josifoski Vidhan Agarwal Barun Patra Dean Carignan Emre Kıcıman Robert West 29 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 24 8 0 13 Oct 2021
Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization Junkun Yuan Xu Ma Defang Chen Fei Wu Lanfen Lin Kun Kuang FedML 35 22 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 33 22 0 10 Oct 2021
Towards Data-Free Domain Generalization A. Frikha Haokun Chen Denis Krompass Thomas Runkler Volker Tresp OOD 41 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 21 36 0 08 Oct 2021
Scale Invariant Domain Generalization Image Recapture Detection Jinian Luo Jie Guo Weidong Qiu Zheng Huang Hong Hui 21 8 0 07 Oct 2021
The Connection between Out-of-Distribution Generalization and Privacy of ML Models Divyat Mahajan Shruti Tople Amit Sharma OOD 21 7 0 07 Oct 2021
Dynamically Decoding Source Domain Knowledge for Domain Generalization Cuicui Kang Karthik Nandakumar OOD ViT 37 1 0 06 Oct 2021
Instrumental Variable-Driven Domain Generalization with Unobserved Confounders Junkun Yuan Xu Ma Ruoxuan Xiong Biwei Huang Xiangyu Liu Fei Wu Lanfen Lin Kun Kuang OOD CML 20 12 0 04 Oct 2021
Domain-Specific Bias Filtering for Single Labeled Domain Generalization Junkun Yuan Xu Ma Defang Chen Kun Kuang Fei Wu Lanfen Lin 48 23 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 116 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 23 27 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 22 24 0 13 Sep 2021
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation Yijun Yang Shujun Wang Lei Zhu Lequan Yu 37 10 0 13 Sep 2021
Shape-Biased Domain Generalization via Shock Graph Embeddings M. Narayanan Vickram Rajendran Benjamin Kimia 25 14 0 13 Sep 2021
Discovery of New Multi-Level Features for Domain Generalization via Knowledge Corruption A. Frikha Denis Krompass Volker Tresp OOD 35 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 20 42 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 38 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 55 517 0 31 Aug 2021
Self-balanced Learning For Domain Generalization Jin-Hwa Kim Jiyoung Lee Jungin Park Dongbo Min Kwanghoon Sohn OOD AI4CE 21 6 0 31 Aug 2021
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris 18 6 0 26 Aug 2021
Learning to Diversify for Single Domain Generalization Zijian Wang Yadan Luo Ruihong Qiu Zi Huang Mahsa Baktash 44 249 0 26 Aug 2021
Discovering Spatial Relationships by Transformers for Domain Generalization Cuicui Kang Karthik Nandakumar ViT 24 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 45 32 0 20 Aug 2021
Discriminative Domain-Invariant Adversarial Network for Deep Domain Generalization Mohammad Mahfujur Rahman Clinton Fookes Sridha Sridharan OOD 20 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 18 76 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 29 27 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 J. Schnabel OOD 14 1 0 10 Aug 2021
Out-of-Domain Generalization from a Single Source: An Uncertainty Quantification Approach Xi Peng Fengchun Qiao Long Zhao OOD 45 34 0 05 Aug 2021
Domain Generalization via Gradient Surgery Lucas Mansilla Rodrigo Echeveste Diego H. Milone Enzo Ferrante OOD 24 78 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 27 28 0 26 Jul 2021
Towards Unsupervised Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Peng Cui Zheyan Shen Haoxin Liu OOD AI4CE 28 49 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 13 40 0 06 Jul 2021
MixStyle Neural Networks for Domain Generalization and Adaptation Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang OOD TTA 31 76 0 05 Jul 2021
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation Chia-Ju Chen Kerstin Hammernik Cheng Ouyang C. Qin Wenjia Bai Daniel Rueckert OOD 17 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 14 48 0 24 Jun 2021
AtrialGeneral: Domain Generalization for Left Atrial Segmentation of Multi-Center LGE MRIs Lei Li V. Zimmer J. Schnabel Xiahai Zhuang 11 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 21 102 0 14 Jun 2021