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
Multi-Source Collaborative Style Augmentation and Domain-Invariant Learning for Federated Domain Generalization Yikang Wei 24 0 0 15 May 2025
A Dual-Task Synergy-Driven Generalization Framework for Pancreatic Cancer Segmentation in CT Scans Jun Li Y. Zhang Haibo Shi Minhong Li Qiwei Li Xiaohua Qian MedIm 31 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 59 0 0 29 Apr 2025
DG-DETR: Toward Domain Generalized Detection Transformer Seongmin Hwang Daeyoung Han Moongu Jeon ViT 65 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 J. Zhang Lei Qi Luping Zhou Yinghuan Shi Yang Gao Mamba 43 0 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 47 0 0 23 Apr 2025
Vision and Language Integration for Domain Generalization Yanmei Wang Xiyao Liu Fupeng Chu Zhi-Long Han VLM 44 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 30 3 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 39 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 62 0 0 10 Apr 2025
DiCoTTA: Domain-invariant Learning for Continual Test-time Adaptation Sohyun Lee N. Kim Juwon Kang Seong Joon Oh Suha Kwak 89 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 64 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 48 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 144 0 0 23 Mar 2025
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 56 0 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 128 0 0 21 Mar 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 165 0 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 65 0 0 15 Feb 2025
GDO: Gradual Domain Osmosis Zixi Wang Yubo Huang 151 0 0 31 Jan 2025
Attention Head Purification: A New Perspective to Harness CLIP for Domain Generalization Yingfan Wang Guoliang Kang VLM 77 0 0 10 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 96 4 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 70 0 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 82 1 0 19 Nov 2024
UniDrive: Towards Universal Driving Perception Across Camera Configurations Ye Li Wenzhao Zheng Xiaonan Huang Kurt Keutzer 43 1 0 17 Oct 2024
Meta-TTT: A Meta-learning Minimax Framework For Test-Time Training Chen Tao Li Shen Soumik Mondal 25 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 34 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 35 2 0 12 Sep 2024
Learning in Order! A Sequential Strategy to Learn Invariant Features for Multimodal Sentiment Analysis Xianbing Zhao Lizhen Qu Tao Feng Jianfei Cai Buzhou Tang 44 0 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 27 3 0 04 Sep 2024
Generalizable Facial Expression Recognition Yuhang Zhang Xiuqi Zheng Chenyi Liang Jiani Hu Weihong Deng VLM 21 2 0 20 Aug 2024
Reducing Spurious Correlation for Federated Domain Generalization Shuran Ma Weiying Xie Daixun Li Haowei Li Yunsong Li OOD FedML 52 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 33 4 0 21 Jul 2024
FedPartWhole: Federated domain generalization via consistent part-whole hierarchies Ahmed Radwan Mohamed S. Shehata FedML 27 0 0 20 Jul 2024
Adaptive Cascading Network for Continual Test-Time Adaptation Kien X. Nguyen Fengchun Qiao Xi Peng TTA CLL VLM 27 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 35 3 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 67 0 0 01 Jul 2024
Learning Modality Knowledge Alignment for Cross-Modality Transfer Wenxuan Ma Shuang Li Lincan Cai Jingxuan Kang 34 1 0 27 Jun 2024
Word Matters: What Influences Domain Adaptation in Summarization? Yinghao Li Siyu Miao Heyan Huang Yang Gao 38 3 0 21 Jun 2024
Domain Generalization Guided by Large-Scale Pre-Trained Priors Zongbin Wang Bin Pan Shiyu Shen Tianyang Shi Zhenwei Shi AI4CE 26 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 29 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 45 1 0 01 Jun 2024
Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts Ruipeng Zhang Ziqing Fan Jiangchao Yao Ya-Qin Zhang Yanfeng Wang 36 7 0 29 May 2024
Continuous Temporal Domain Generalization Z. Cai Guangji Bai Renhe Jiang Xuan Song Liang Zhao 38 2 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 43 10 0 23 May 2024
Quantile Activation: Correcting a Failure Mode of ML Models Aditya Challa Sravan Danda Laurent Najman Snehanshu Saha UQCV 36 0 0 19 May 2024
Bridging the Synthetic-to-Authentic Gap: Distortion-Guided Unsupervised Domain Adaptation for Blind Image Quality Assessment Aobo Li Jinjian Wu Yongxu Liu Leida Li 30 2 0 07 May 2024
DGMamba: Domain Generalization via Generalized State Space Model Shaocong Long Qianyu Zhou Xiangtai Li Xuequan Lu Chenhao Ying Yuan Luo Lizhuang Ma Shuicheng Yan 51 9 0 11 Apr 2024
Domain Generalization through Meta-Learning: A Survey Arsham Gholamzadeh Khoee Yinan Yu R. Feldt AI4CE OOD 37 15 0 03 Apr 2024
Test-Time Model Adaptation with Only Forward Passes Shuaicheng Niu Chunyan Miao Guohao Chen Pengcheng Wu Peilin Zhao TTA 43 18 0 02 Apr 2024
GDA: Generalized Diffusion for Robust Test-time Adaptation Yun-Yun Tsai Fu-Chen Chen Albert Y. C. Chen Junfeng Yang Che-Chun Su Min Sun Cheng-Hao Kuo TTA AAML VLM OOD 41 6 0 29 Mar 2024