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
FEDTAIL: Federated Long-Tailed Domain Generalization with Sharpness-Guided Gradient Matching Sunny Gupta Nikita Jangid Shounak Das Amit Sethi FedML 30 0 0 10 Jun 2025
UdonCare: Hierarchy Pruning for Unseen Domain Discovery in Predictive Healthcare Pengfei Hu Xiaoxue Han Fei Wang Yue Ning OOD 15 0 0 08 Jun 2025
LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation Piyush Tiwary Kinjawl Bhattacharyya Prathosh A.P. MedIm 66 0 0 26 May 2025
Continuous Domain Generalization Zekun Cai Yiheng Yao Guangji Bai Renhe Jiang Xuan Song Ryosuke Shibasaki Liang Zhao OOD 96 0 0 17 May 2025
Multi-Source Collaborative Style Augmentation and Domain-Invariant Learning for Federated Domain Generalization Yikang Wei 70 0 0 15 May 2025
A Dual-Task Synergy-Driven Generalization Framework for Pancreatic Cancer Segmentation in CT Scans Jun Li Yize Zhang Haibo Shi Minhong Li Qiwei Li Xiaohua Qian MedIm 119 0 0 03 May 2025
Token-Level Prompt Mixture with Parameter-Free Routing for Federated Domain Generalization Shuai Gong C. Cui Xiaolin Dong Xiushan Nie Lei Zhu Xiaojun Chang FedML MoE 117 0 0 29 Apr 2025
DG-DETR: Toward Domain Generalized Detection Transformer Seongmin Hwang Daeyoung Han Moongu Jeon ViT 107 0 0 28 Apr 2025
Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation Zihan Cheng Jintao Guo Junxuan Zhang Lei Qi Luping Zhou Yinghuan Shi Yang Gao Mamba 106 1 0 24 Apr 2025
FrogDogNet: Fourier frequency Retained visual prompt Output Guidance for Domain Generalization of CLIP in Remote Sensing Hariseetharam Gunduboina Muhammad Haris Khan Biplab Banerjee VLM 94 0 0 23 Apr 2025
Vision and Language Integration for Domain Generalization Yanmei Wang Xiyao Liu Fupeng Chu Zhi Han VLM 112 0 0 17 Apr 2025
Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization Lin Zhu Yifeng Yang Zichao Nie Yuan Gao VLM 89 0 0 13 Apr 2025
DGFamba: Learning Flow Factorized State Space for Visual Domain Generalization Qi Bi Jingjun Yi Hao Zheng Haolan Zhan Wei Ji Yawen Huang Yuexiang Li OOD 101 1 0 10 Apr 2025
Self-Bootstrapping for Versatile Test-Time Adaptation Shuaicheng Niu Guohao Chen P. Zhao Tianyi Wang Pengcheng Wu Zhiqi Shen ViT TTA 136 0 0 10 Apr 2025
TestDG: Test-time Domain Generalization for Continual Test-time Adaptation Sohyun Lee N. Kim Juwon Kang Seong Joon Oh Suha Kwak OOD TTA 199 0 0 07 Apr 2025
Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study Soumitri Chattopadhyay Basar Demir Marc Niethammer VLM 141 0 0 28 Mar 2025
Feature Modulation for Semi-Supervised Domain Generalization without Domain Labels Venuri Amarasinghe Asini Jayakody Isun Randila Kalinga Bandara Chamuditha Jayanga Galappaththige Ranga Rodrigo 100 0 0 26 Mar 2025
FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation Dong Zhao Jinlong Li Shuang Wang Mengyao Wu Qi Zang N. Sebe Zhun Zhong 463 1 0 23 Mar 2025
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 99 1 0 23 Mar 2025
A Language Anchor-Guided Method for Robust Noisy Domain Generalization Zilin Dai Lehong Wang Fangzhou Lin Yidong Wang Zhigang Li Kazunori D Yamada Ziming Zhang Wang Lu 421 0 0 21 Mar 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 620 2 0 27 Feb 2025
GeneralizeFormer: Layer-Adaptive Model Generation across Test-Time Distribution Shifts Sameer Ambekar Zehao Xiao Xiantong Zhen Cees G. M. Snoek OOD 181 1 0 15 Feb 2025
GDO: Gradual Domain Osmosis Zixi Wang Yubo Huang 470 0 0 31 Jan 2025
Attention Head Purification: A New Perspective to Harness CLIP for Domain Generalization Yingfan Wang Guoliang Kang VLM 172 1 0 10 Dec 2024
GAQAT: gradient-adaptive quantization-aware training for domain generalization Jiacheng Jiang Yuan Meng Chen Tang Han Yu Qun Li Zhi Wang Wenwu Zhu MQ 84 0 0 07 Dec 2024
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification Zhu Han Ce Zhang Lianru Gao Zhiqiang Zeng Michael K. Ng Bing Zhang J. Chanussot 150 6 0 05 Dec 2024
AH-OCDA: Amplitude-based Curriculum Learning and Hopfield Segmentation Model for Open Compound Domain Adaptation Jaehyun Choi Junwon Ko Dong-Jae Lee Junmo Kim VLM 120 1 0 03 Dec 2024
MLDGG: Meta-Learning for Domain Generalization on Graphs Q. Tian Chen Zhao Minglai Shao Wenjun Wang Yujie Lin Dong Li OOD AI4CE 155 1 0 19 Nov 2024
UniDrive: Towards Universal Driving Perception Across Camera Configurations Ye Li Wenzhao Zheng Xiaonan Huang Kurt Keutzer 130 1 0 17 Oct 2024
Meta-TTT: A Meta-learning Minimax Framework For Test-Time Training Chen Tao Li Shen Soumik Mondal 64 0 0 02 Oct 2024
DICS: Find Domain-Invariant and Class-Specific Features for Out-of-Distribution Generalization Qiaowei Miao Yawei Luo Yi Yang OOD OODD 69 1 0 13 Sep 2024
Do Vision Foundation Models Enhance Domain Generalization in Medical Image Segmentation? Kerem Cekmeceli Meva Himmetoglu G. I. Tombak A. Susmelj Ertunc Erdil E. Konukoglu MedIm 59 3 0 12 Sep 2024
Learning in Order! A Sequential Strategy to Learn Invariant Features for Multimodal Sentiment Analysis Xianbing Zhao Zhuang Li Tao Feng Jianfei Cai Buzhou Tang 102 1 0 05 Sep 2024
Domain-Guided Weight Modulation for Semi-Supervised Domain Generalization Chamuditha Jayanaga Galappaththige Zachary Izzo Xilin He Honglu Zhou Muhammad Haris Khan 95 3 0 04 Sep 2024
Generalizable Facial Expression Recognition Yuhang Zhang Xiuqi Zheng Chenyi Liang Jiani Hu Weihong Deng VLM 70 4 0 20 Aug 2024
Reducing Spurious Correlation for Federated Domain Generalization Shuran Ma Weiying Xie Daixun Li Haowei Li Yunsong Li OOD FedML 83 1 0 27 Jul 2024
Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization Jiajun Hu Jian Zhang Lei Qi Yinghuan Shi Yang Gao OOD 76 6 0 21 Jul 2024
FedPartWhole: Federated domain generalization via consistent part-whole hierarchies Ahmed Radwan Mohamed S. Shehata FedML 80 0 0 20 Jul 2024
Adaptive Cascading Network for Continual Test-Time Adaptation Kien X. Nguyen Fengchun Qiao Xi Peng TTA CLL VLM 76 1 0 17 Jul 2024
The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation Muyang Qiu Jian Zhang Lei Qi Qian Yu Yinghuan Shi Yang Gao 115 4 0 16 Jul 2024
Invariant Correlation of Representation with Label: Enhancing Domain Generalization in Noisy Environments Gaojie Jin Ronghui Mu Xinping Yi Xiaowei Huang Lijun Zhang 164 0 0 01 Jul 2024
Learning Modality Knowledge Alignment for Cross-Modality Transfer Wenxuan Ma Shuang Li Lincan Cai Jingxuan Kang 81 2 0 27 Jun 2024
Word Matters: What Influences Domain Adaptation in Summarization? Yinghao Li Siyu Miao Heyan Huang Yang Gao 87 4 0 21 Jun 2024
Domain Generalization Guided by Large-Scale Pre-Trained Priors Zongbin Wang Bin Pan Shiyu Shen Tianyang Shi Zhenwei Shi AI4CE 123 0 0 09 Jun 2024
Domain Game: Disentangle Anatomical Feature for Single Domain Generalized Segmentation Hao Chen Hongrun Zhang U. W. Chan Rui Yin Xiaofei Wang Chao Li OOD 84 1 0 04 Jun 2024
StyDeSty: Min-Max Stylization and Destylization for Single Domain Generalization Songhua Liu Xin Jin Xingyi Yang Jingwen Ye Xinchao Wang OOD 167 1 0 01 Jun 2024
Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts Ruipeng Zhang Ziqing Fan Jiangchao Yao Ya Zhang Yanfeng Wang 76 7 0 29 May 2024
Continuous Temporal Domain Generalization Zekun Cai Guangji Bai Renhe Jiang Xuan Song Liang Zhao 82 5 0 25 May 2024
Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment M. S. Danish Muhammad Haris Khan Muhammad Akhtar Munir M. Sarfraz Mohsen Ali ObjD 97 10 0 23 May 2024
Quantile Activation: Correcting a Failure Mode of ML Models Aditya Challa Sravan Danda Laurent Najman Snehanshu Saha UQCV 83 0 0 19 May 2024