Domain Generalization via Model-Agnostic Learning of Semantic Features

Neural Information Processing Systems (NeurIPS), 2019

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
Stable-Drift: A Patient-Aware Latent Drift Replay Method for Stabilizing Representations in Continual Learning P. Theofilou Anuhya Thota Stefanos D. Kollias Mamatha Thota MedIm 248 0 0 27 Nov 2025
PISA: Prioritized Invariant Subgraph Aggregation Ali Ghasemi F. Wani Maria Sofia Bucarelli Fabrizio Silvestri OOD 80 0 0 27 Nov 2025
AdvBlur: Adversarial Blur for Robust Diabetic Retinopathy Classification and Cross-Domain Generalization Heethanjan Kanagalingam Thenukan Pathmanathan Mokeeshan Vathanakumar Tharmakulasingam Mukunthan 68 0 0 28 Oct 2025
Humanoid-inspired Causal Representation Learning for Domain Generalization Ze Tao Jian Zhang Haowei Li Xianshuai Li Yifei Peng Xiyao Liu Senzhang Wang Chao Liu Sheng Ren Shichao Zhang 80 0 0 18 Oct 2025
Self-Training with Dynamic Weighting for Robust Gradual Domain Adaptation Zixi Wang Yushe Cao Yubo Huang Jinzhu Wei Jingzehua Xu Shuai Zhang Xin Lai 129 0 0 13 Oct 2025
Modality-Agnostic Input Channels Enable Segmentation of Brain lesions in Multimodal MRI with Sequences Unavailable During Training Anthony P. Addison Felix Wagner Wentian Xu Natalie Voets Konstantinos Kamnitsas 60 0 0 11 Sep 2025
Adapt in the Wild: Test-Time Entropy Minimization with Sharpness and Feature Regularization Shuaicheng Niu Guohao Chen Deyu Chen Yifan Zhang Jiaxiang Wu Z. Wen Yaofo Chen P. Zhao Chunyan Miao Zhuliang Yu AAML 160 1 0 05 Sep 2025
Online time series prediction using feature adjustment Xiannan Huang Shuhan Qiu Jiayuan Du Chao Yang AI4TS TTA 245 0 0 04 Sep 2025
Single Domain Generalization in Diabetic Retinopathy: A Neuro-Symbolic Learning Approach Midhat Urooj Ayan Banerjee Farhat Shaikh Kuntal Thakur S. Gupta MedIm 116 0 0 03 Sep 2025
Quantization Meets OOD: Generalizable Quantization-aware Training from a Flatness Perspective Jiacheng Jiang Yuan Meng Chen Tang Han Yu Qun Li Zhi Wang Wenwu Zhu MQ 101 0 0 31 Aug 2025
Training and Inference within 1 Second -- Tackle Cross-Sensor Degradation of Real-World Pansharpening with Efficient Residual Feature Tailoring Tianyu Xin Jin-Liang Xiao Zeyu Xia Shan Yin Liang-Jian Deng 89 1 0 10 Aug 2025
Multimodal Causal-Driven Representation Learning for Generalizable Medical Image Segmentation Xusheng Liang Lihua Zhou Nianxin Li Miao Xu Ziyang Song Dong Yi Jinlin Wu Hongbin Liu Jiebo Luo Zhen Lei 104 0 0 07 Aug 2025
FedMP: Tackling Medical Feature Heterogeneity in Federated Learning from a Manifold Perspective Zhekai Zhou Shudong Liu Zhaokun Zhou Yang Liu Qiang Yang Yuesheng Zhu Guibo Luo 100 0 0 07 Aug 2025
Set Pivot Learning: Redefining Generalized Segmentation with Vision Foundation Models Xinhui Li Xinyu He Qiming Hu Xiaojie Guo 111 0 0 03 Aug 2025
Exploring Probabilistic Modeling Beyond Domain Generalization for Semantic Segmentation I-Hsiang Chen Hua-En Chang Wei-Ting Chen Jenq-Neng Hwang Sy-Yen Kuo DiffM 186 0 0 28 Jul 2025
FEDTAIL: Federated Long-Tailed Domain Generalization with Sharpness-Guided Gradient Matching Sunny Gupta Nikita Jangid Shounak Das Amit Sethi FedML 235 0 0 10 Jun 2025
UdonCare: Hierarchy Pruning for Unseen Domain Discovery in Predictive Healthcare Pengfei Hu Xiaoxue Han Fei Wang Yue Ning OOD 311 2 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 204 0 0 26 May 2025
Continuous Domain Generalization Zekun Cai Yiheng Yao Guangji Bai Renhe Jiang Xuan Song Ryosuke Shibasaki Liang Zhao OOD 535 0 0 17 May 2025
Multi-Source Collaborative Style Augmentation and Domain-Invariant Learning for Federated Domain Generalization Yikang Wei 197 0 0 15 May 2025
A Dual-Task Synergy-Driven Generalization Framework for Pancreatic Cancer Segmentation in CT ScansIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Jun Li Yujiao Shi Haibo Shi Minhong Li Qiwei Li Xiaohua Qian MedIm 235 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 272 0 0 29 Apr 2025
DG-DETR: Toward Domain Generalized Detection TransformerPattern Recognition Letters (Pattern Recogn. Lett.), 2025 Seongmin Hwang Daeyoung Han Moongu Jeon ViT 296 0 0 28 Apr 2025
Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Zihan Cheng Jintao Guo Junxuan Zhang Lei Qi Luping Zhou Yinghuan Shi Yang Gao Mamba 208 13 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 275 1 0 23 Apr 2025
Vision and Language Integration for Domain Generalization Yanmei Wang Xiyao Liu Fupeng Chu Zhi Han VLM 265 0 0 17 Apr 2025
Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution GeneralizationAAAI Conference on Artificial Intelligence (AAAI), 2023 Lin Zhu Yifeng Yang Zichao Nie Yuan Gao VLM 365 0 0 13 Apr 2025
DGFamba: Learning Flow Factorized State Space for Visual Domain GeneralizationAAAI Conference on Artificial Intelligence (AAAI), 2025 Qi Bi Jingjun Yi Hao Zheng Haolan Zhan Wei Ji Yawen Huang Yuexiang Li OOD 266 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 309 2 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 711 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 254 1 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 241 0 0 26 Mar 2025
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2025 Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 243 3 0 23 Mar 2025
FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized SegmentationComputer Vision and Pattern Recognition (CVPR), 2025 Dong Zhao Jinlong Li Shuang Wang Mengyao Wu Qi Zang Andrii Zadaianchuk Zhun Zhong 977 8 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 831 2 0 21 Mar 2025
Gradient-Guided Annealing for Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2025 Aristotelis Ballas Christos Diou OOD 1.3K 4 0 27 Feb 2025
GeneralizeFormer: Layer-Adaptive Model Generation across Test-Time Distribution ShiftsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025 Sameer Ambekar Zehao Xiao Xiantong Zhen Cees G. M. Snoek OOD 406 2 0 15 Feb 2025
GDO:Gradual Domain Osmosis Zixi Wang Yushe Cao 1.0K 0 0 31 Jan 2025
FedDAG: Federated Domain Adversarial Generation Towards Generalizable Medical Image AnalysisIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Haoxuan Che Yifei Wu Haibo Jin Yong-quan Xia Hao Chen OOD FedML MedIm 117 3 0 28 Jan 2025
Attention Head Purification: A New Perspective to Harness CLIP for Domain Generalization Yingfan Wang Guoliang Kang VLM 352 2 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 233 1 0 07 Dec 2024
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image ClassificationIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024 Zhu Han Ce Zhang Lianru Gao Zhiqiang Zeng Michael K. Ng Bing Zhang J. Chanussot 247 11 0 05 Dec 2024
AH-OCDA: Amplitude-based Curriculum Learning and Hopfield Segmentation Model for Open Compound Domain AdaptationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Jaehyun Choi Junwon Ko Dong-Jae Lee Junmo Kim VLM 232 1 0 03 Dec 2024
MLDGG: Meta-Learning for Domain Generalization on GraphsKnowledge Discovery and Data Mining (KDD), 2024 Q. Tian Chen Zhao Minglai Shao Wenjun Wang Yujie Lin Dong Li OOD AI4CE 360 1 0 19 Nov 2024
UniDrive: Towards Universal Driving Perception Across Camera Configurations Ye Li Wenzhao Zheng Xiaonan Huang Kurt Keutzer 395 1 0 17 Oct 2024
Meta-TTT: A Meta-learning Minimax Framework For Test-Time Training Chen Tao Li Shen Soumik Mondal 189 1 0 02 Oct 2024
DICS: Find Domain-Invariant and Class-Specific Features for Out-of-Distribution GeneralizationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Qiaowei Miao Yawei Luo Yi Yang OOD OODD 167 2 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 125 4 0 12 Sep 2024
Learning in Order! A Sequential Strategy to Learn Invariant Features for Multimodal Sentiment AnalysisACM Multimedia (MM), 2024 Xianbing Zhao Zhuang Li Tao Feng Jianfei Cai Buzhou Tang 197 2 0 05 Sep 2024
Domain-Guided Weight Modulation for Semi-Supervised Domain GeneralizationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Chamuditha Jayanaga Galappaththige Zachary Izzo Xilin He Honglu Zhou Muhammad Haris Khan 221 4 0 04 Sep 2024