Generalizing to Unseen Domains: A Survey on Domain Generalization

2 March 2021

Papers citing "Generalizing to Unseen Domains: A Survey on Domain Generalization"

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Title
From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation Ruxue Wen Hangjie Yuan Dong Ni Wenbo Xiao Yaoyao Wu OOD 14 12 0 31 Oct 2023
SimMMDG: A Simple and Effective Framework for Multi-modal Domain Generalization Hao Dong Ismail Nejjar Han Sun Eleni Chatzi Olga Fink 11 6 0 30 Oct 2023
Domain Generalization in Computational Pathology: Survey and Guidelines Mostafa Jahanifar M. Raza Kesi Xu T. Vuong R. Jewsbury ... Neda Zamanitajeddin Jin Tae Kwak S. Raza F. Minhas Nasir M. Rajpoot OOD 16 17 0 30 Oct 2023
Seeking Flat Minima with Mean Teacher on Semi- and Weakly-Supervised Domain Generalization for Object Detection Ryosuke Furuta Yoichi Sato 16 0 0 30 Oct 2023
CHAMMI: A benchmark for channel-adaptive models in microscopy imaging Zitong S. Chen Chau Pham Siqi Wang Michael Doron Nikita Moshkov Bryan A. Plummer Juan C. Caicedo 12 9 0 30 Oct 2023
Adaptive Test-Time Personalization for Federated Learning Wenxuan Bao Tianxin Wei Haohan Wang Jingrui He TTA OOD 10 12 0 28 Oct 2023
Optimization-Free Test-Time Adaptation for Cross-Person Activity Recognition Shuoyuan Wang Jindong Wang Huajun Xi Bob Zhang Lei Zhang Hongxin Wei TTA 7 11 0 28 Oct 2023
Diversifying Spatial-Temporal Perception for Video Domain Generalization Kun-Yu Lin Jia-Run Du Yipeng Gao Jiaming Zhou Wei-Shi Zheng 23 7 0 27 Oct 2023
Assessing the overall and partial causal well-specification of nonlinear additive noise models Christoph Schultheiss Peter Bühlmann CML 11 1 0 25 Oct 2023
Bayesian Domain Invariant Learning via Posterior Generalization of Parameter Distributions Shiyu Shen Bin Pan Tianyang Shi Tao Li Zhenwei Shi BDL OOD 8 1 0 25 Oct 2023
FreeMask: Synthetic Images with Dense Annotations Make Stronger Segmentation Models Lihe Yang Xiaogang Xu Bingyi Kang Yinghuan Shi Hengshuang Zhao 11 45 0 23 Oct 2023
Towards Subject Agnostic Affective Emotion Recognition Amit Kumar Jaiswal Haiming Liu Prayag Tiwari 23 1 0 20 Oct 2023
ClusT3: Information Invariant Test-Time Training G. A. V. Hakim David Osowiechi Mehrdad Noori Milad Cheraghalikhani Ismail Ben Ayed Christian Desrosiers TTA OOD 16 3 0 18 Oct 2023
IDEAL: Influence-Driven Selective Annotations Empower In-Context Learners in Large Language Models Shaokun Zhang Xiaobo Xia Zhaoqing Wang Ling-Hao Chen Jiale Liu Qingyun Wu Tongliang Liu 26 20 0 16 Oct 2023
Towards Unified and Effective Domain Generalization Yiyuan Zhang Kaixiong Gong Xiaohan Ding Kaipeng Zhang Fangrui Lv Kurt Keutzer Xiangyu Yue AI4CE OOD FedML 15 4 0 16 Oct 2023
Ultrasound Image Segmentation of Thyroid Nodule via Latent Semantic Feature Co-Registration Xuewei Li Yaqiao Zhu Jie Gao X. Wei Ruixuan Zhang Yuan Tian Mei Yu 19 0 0 13 Oct 2023
Discovery and Expansion of New Domains within Diffusion Models Ye Zhu Yu Wu Duo Xu Zhiwei Deng Yan Yan Olga Russakovsky DiffM 15 1 0 13 Oct 2023
Insightful analysis of historical sources at scales beyond human capabilities using unsupervised Machine Learning and XAI Oliver Eberle Jochen Büttner Hassan el-Hajj G. Montavon Klaus-Robert Muller Matteo Valleriani 17 1 0 13 Oct 2023
Deep Learning Predicts Biomarker Status and Discovers Related Histomorphology Characteristics for Low-Grade Glioma Zijie Fang Yihang Liu Yifeng Wang Xiangyang Zhang Yang Chen ... Zhi Wang Shan Zeng Hong Shen Jun Tan Yongbing Zhang 13 2 0 11 Oct 2023
Unlock the Potential of Counterfactually-Augmented Data in Out-Of-Distribution Generalization Caoyun Fan Wenqing Chen Jidong Tian Yitian Li Hao He Yaohui Jin CML 15 4 0 10 Oct 2023
Robustness May be More Brittle than We Think under Different Degrees of Distribution Shifts Kaican Li Yifan Zhang Lanqing Hong Zhenguo Li Nevin L. Zhang OOD 21 0 0 10 Oct 2023
Activate and Reject: Towards Safe Domain Generalization under Category Shift Chaoqi Chen Luyao Tang Leitian Tao Hong-Yu Zhou Yue Huang Xiaoguang Han Yizhou Yu OOD 10 10 0 07 Oct 2023
Generalized Robust Test-Time Adaptation in Continuous Dynamic Scenarios Shuangliang Li Longhui Yuan Binhui Xie Tao Yang TTA 12 2 0 07 Oct 2023
Mitigating the Influence of Domain Shift in Skin Lesion Classification: A Benchmark Study of Unsupervised Domain Adaptation Methods on Dermoscopic Images Sireesha Chamarthi Katharina Fogelberg Roman C. Maron T. Brinker Julia Niebling OOD 16 0 0 05 Oct 2023
Domain Generalization for Medical Image Analysis: A Survey Jee Seok Yoon Kwanseok Oh Yooseung Shin Maciej A Mazurowski Heung-Il Suk LM&MA OOD 25 4 0 05 Oct 2023
Towards Domain-Specific Features Disentanglement for Domain Generalization Hao Chen Qi Zhang Zenan Huang Haobo Wang Jun Zhao OOD 35 1 0 04 Oct 2023
Prompting-based Temporal Domain Generalization Sepidehsadat Hosseini Mengyao Zhai Hossein Hajimirsadegh Frederick Tung AI4TS AI4CE OOD 15 0 0 03 Oct 2023
CODA: Temporal Domain Generalization via Concept Drift Simulator Chia-Yuan Chang Yu-Neng Chuang Zhimeng Jiang Kwei-Herng Lai Anxiao Jiang Na Zou OOD 13 4 0 02 Oct 2023
Discovering environments with XRM Mohammad Pezeshki Diane Bouchacourt Mark Ibrahim Jimuyang Zhang Pascal Vincent David Lopez-Paz 14 18 0 28 Sep 2023
CoinRun: Solving Goal Misgeneralisation Stuart Armstrong Alexandre Maranhao Oliver Daniels-Koch Ioannis Gkioulekas Rebecca Gormann LRM 17 0 0 28 Sep 2023
Diverse Target and Contribution Scheduling for Domain Generalization Shaocong Long Qianyu Zhou Soham Dan Lizhuang Ma Yuan Luo 37 8 0 28 Sep 2023
Why do Angular Margin Losses work well for Semi-Supervised Anomalous Sound Detection? Kevin Wilkinghoff Frank Kurth AAML UQCV 17 8 0 27 Sep 2023
Towards Real-World Test-Time Adaptation: Tri-Net Self-Training with Balanced Normalization Yongyi Su Xun Xu K. Jia TTA 58 22 0 26 Sep 2023
Learning Invariant Representations with a Nonparametric Nadaraya-Watson Head Alan Q. Wang Minh Nguyen M. Sabuncu CML OOD 19 1 0 23 Sep 2023
Randomize to Generalize: Domain Randomization for Runway FOD Detection Javaria Farooq Nayyer Aafaq Muhammad Ishaq Khan Ammar Saleem Muhammad Abubakar Siddique 12 1 0 23 Sep 2023
Machine Learning Meets Advanced Robotic Manipulation Saeid Nahavandi R. Alizadehsani D. Nahavandi Chee Peng Lim Kevin Kelly Fernando Bello 16 17 0 22 Sep 2023
A Sentence Speaks a Thousand Images: Domain Generalization through Distilling CLIP with Language Guidance Zeyi Huang Andy Zhou Zijian Lin Mu Cai Haohan Wang Yong Jae Lee VLM OOD 11 27 0 21 Sep 2023
Generalizing Across Domains in Diabetic Retinopathy via Variational Autoencoders Sharon Chokuwa M. H. Khan 6 5 0 20 Sep 2023
Designing a Hybrid Neural System to Learn Real-world Crack Segmentation from Fractal-based Simulation Achref Jaziri Martin Mundt Andres Fernandez Rodriguez Visvanathan Ramesh 17 2 0 18 Sep 2023
Multi-dimensional domain generalization with low-rank structures Sai Li Linjun Zhang 17 2 0 18 Sep 2023
Adaptive Communications in Collaborative Perception with Domain Alignment for Autonomous Driving Senkang Hu Zhengru Fang Haonan An Guowen Xu Yuan Zhou Xianhao Chen Yuguang Fang 25 17 0 15 Sep 2023
Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges Fei Dou Jin Ye Geng Yuan Qin Lu Wei Niu ... Hongyue Sun Yunli Shao Changying Li Tianming Liu Wenzhan Song AI4CE 10 28 0 14 Sep 2023
Exploring Flat Minima for Domain Generalization with Large Learning Rates Jian Zhang Lei Qi Yinghuan Shi Yang Gao 14 2 0 12 Sep 2023
Towards Reliable Domain Generalization: A New Dataset and Evaluations Jiao Zhang Xu-Yao Zhang Cheng-Lin Liu OOD 12 0 0 12 Sep 2023
Exploring Robust Features for Improving Adversarial Robustness Hong Wang Yuefan Deng Shinjae Yoo Yuewei Lin AAML 11 4 0 09 Sep 2023
INSURE: An Information Theory Inspired Disentanglement and Purification Model for Domain Generalization Xi Yu Huan-Hsin Tseng Shinjae Yoo Haibin Ling Yuewei Lin OOD 8 9 0 08 Sep 2023
Spectral Adversarial MixUp for Few-Shot Unsupervised Domain Adaptation Jiajin Zhang Hanqing Chao Amit Dhurandhar Pin-Yu Chen A. Tajer Yangyang Xu Pingkun Yan 6 9 0 03 Sep 2023
DARC: Distribution-Aware Re-Coloring Model for Generalizable Nucleus Segmentation Shengcong Chen Changxing Ding Dacheng Tao Hao Chen 25 1 0 01 Sep 2023
FedCiR: Client-Invariant Representation Learning for Federated Non-IID Features Zijian Li Zehong Lin Jiawei Shao Yuyi Mao Jun Zhang OOD 19 9 0 30 Aug 2023
3D Adversarial Augmentations for Robust Out-of-Domain Predictions Alexander Lehner Stefano Gasperini Alvaro Marcos-Ramiro Michael Schmidt Nassir Navab Benjamin Busam F. Tombari 3DPC 8 7 0 29 Aug 2023