Domain Generalization: A Survey

3 March 2021

Yu Qiao

Papers citing "Domain Generalization: A Survey"

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Title
Accelerating Federated Learning by Selecting Beneficial Herd of Local Gradients Ping Luo Xiaoge Deng Ziqing Wen Tao Sun Dongsheng Li FedML 44 0 0 25 Mar 2024
Graphs Generalization under Distribution Shifts Qin Tian Wenjun Wang Chen Zhao Minglai Shao Wang Zhang Dong Li OOD 30 2 0 25 Mar 2024
Transfer CLIP for Generalizable Image Denoising Junting Cheng Dong Liang Shan Tan VLM 35 12 0 22 Mar 2024
SETA: Semantic-Aware Token Augmentation for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi Yang Gao ViT 34 1 0 18 Mar 2024
V2X-DGW: Domain Generalization for Multi-agent Perception under Adverse Weather Conditions Baolu Li Jinlong Li Xinyu Liu Runsheng Xu Zhengzhong Tu Jiacheng Guo Xiaopeng Li Hongkai Yu 29 3 0 17 Mar 2024
Bidirectional Multi-Step Domain Generalization for Visible-Infrared Person Re-Identification Mahdi Alehdaghi Pourya Shamsolmoali Rafael M. O. Cruz Eric Granger 38 1 0 16 Mar 2024
ConDiSR: Contrastive Disentanglement and Style Regularization for Single Domain Generalization Aleksandr Matsun Numan Saeed F. Maani Mohammad Yaqub OOD 107 1 0 14 Mar 2024
Proxy Methods for Domain Adaptation Katherine Tsai Stephen R. Pfohl Olawale Salaudeen Nicole Chiou Matt J. Kusner Alexander DÁmour Oluwasanmi Koyejo Arthur Gretton OOD 27 2 0 12 Mar 2024
Unknown Domain Inconsistency Minimization for Domain Generalization Seungjae Shin Heesun Bae Byeonghu Na Yoon-Yeong Kim Il-Chul Moon 25 1 0 12 Mar 2024
A Bayesian Approach to OOD Robustness in Image Classification Prakhar Kaushik Adam Kortylewski Alan L. Yuille 26 1 0 12 Mar 2024
DiPrompT: Disentangled Prompt Tuning for Multiple Latent Domain Generalization in Federated Learning Sikai Bai Jiewei Zhang Shuaicheng Li Song Guo Jingcai Guo Jun Hou Tao Han Xiaocheng Lu FedML 32 14 0 11 Mar 2024
Pre-Trained Model Recommendation for Downstream Fine-tuning Jiameng Bai Sai Wu Jie Song Junbo Zhao Gang Chen 40 0 0 11 Mar 2024
Hybrid Quantum-inspired Resnet and Densenet for Pattern Recognition with Completeness Analysis Andi Chen Hua‐Lei Yin Zeng-Bing Chen Shengjun Wu 32 0 0 09 Mar 2024
Spectral Invariant Learning for Dynamic Graphs under Distribution Shifts Zeyang Zhang Xin Eric Wang Ziwei Zhang Zhou Qin Weigao Wen Hui Xue Haoyang Li Wenwu Zhu OOD 29 17 0 08 Mar 2024
DomainVerse: A Benchmark Towards Real-World Distribution Shifts For Tuning-Free Adaptive Domain Generalization Feng Hou Jin Yuan Ying Yang Yang Liu Yang Zhang Cheng Zhong Zhongchao Shi Jianping Fan Yong Rui Zhiqiang He VLM 49 1 0 05 Mar 2024
A Survey on Evaluation of Out-of-Distribution Generalization Han Yu Jiashuo Liu Xingxuan Zhang Jiayun Wu Peng Cui OOD 42 9 0 04 Mar 2024
A Priori Uncertainty Quantification of Reacting Turbulence Closure Models using Bayesian Neural Networks Graham Pash M. Hassanaly S. Yellapantula AI4CE 37 0 0 28 Feb 2024
Generalising realisability in statistical learning theory under epistemic uncertainty Fabio Cuzzolin CML 40 0 0 22 Feb 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective Jeng-Lin Li Chih-Fan Hsu Ming-Ching Chang Wei-Chao Chen OOD 38 2 0 20 Feb 2024
ModelGPT: Unleashing LLM's Capabilities for Tailored Model Generation Zihao Tang Zheqi Lv Shengyu Zhang Fei Wu Kun Kuang 41 7 0 18 Feb 2024
Offline Training of Language Model Agents with Functions as Learnable Weights Shaokun Zhang Jieyu Zhang Jiale Liu Linxin Song Chi Wang Ranjay Krishna Qingyun Wu LLMAG LM&Ro AIFin 35 12 0 17 Feb 2024
Robust agents learn causal world models Jonathan G. Richens Tom Everitt OOD 116 36 0 16 Feb 2024
Any-Shift Prompting for Generalization over Distributions Zehao Xiao Jiayi Shen Mohammad Mahdi Derakhshani Shengcai Liao Cees G. M. Snoek OOD VPVLM VLM 37 8 0 15 Feb 2024
MetaTra: Meta-Learning for Generalized Trajectory Prediction in Unseen Domain Xiaohe Li Feilong Huang Zide Fan Fangli Mou Yingyan Hou Chen Qian Lijie Wen 13 1 0 13 Feb 2024
HYPO: Hyperspherical Out-of-Distribution Generalization Yifei Ming Haoyue Bai Julian Katz-Samuels Yixuan Li OODD OOD 32 9 0 12 Feb 2024
Domain Generalization with Small Data Kecheng Chen Elena Gal Hong Yan Haoliang Li OOD 19 5 0 09 Feb 2024
Understanding What Affects Generalization Gap in Visual Reinforcement Learning: Theory and Empirical Evidence Jiafei Lyu Le Wan Xiu Li Zongqing Lu CML OffRL 33 2 0 05 Feb 2024
Phrase Grounding-based Style Transfer for Single-Domain Generalized Object Detection Hao Li Wei Wang Cong Wang Zhigang Luo Xinwang Liu KenLi Li Xiaochun Cao ObjD 26 0 0 02 Feb 2024
Location Agnostic Adaptive Rain Precipitation Prediction using Deep Learning Md Shazid Islam Md Saydur Rahman Md Saad Ul Haque Farhana Akter Tumpa M. Hossain A. Arabi 27 6 0 02 Feb 2024
Credal Learning Theory Michele Caprio Maryam Sultana Eleni Elia Fabio Cuzzolin FedML 40 11 0 01 Feb 2024
Sandra -- A Neuro-Symbolic Reasoner Based On Descriptions And Situations Nicolas Lazzari S. D. Giorgis Aldo Gangemi Valentina Presutti 27 4 0 01 Feb 2024
ReTaSA: A Nonparametric Functional Estimation Approach for Addressing Continuous Target Shift Hwanwoo Kim Xin Zhang Jiwei Zhao Qinglong Tian OOD 17 1 0 29 Jan 2024
The Risk of Federated Learning to Skew Fine-Tuning Features and Underperform Out-of-Distribution Robustness Mengyao Du Miao Zhang Yuwen Pu Kai Xu Shouling Ji Quanjun Yin 27 1 0 25 Jan 2024
Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation Vandan Gorade Sparsh Mittal Debesh Jha Rekha Singhal Ulas Bagci 33 3 0 18 Jan 2024
HCVP: Leveraging Hierarchical Contrastive Visual Prompt for Domain Generalization Guanglin Zhou Zhongyi Han Shiming Chen Biwei Huang Liming Zhu Tongliang Liu Lina Yao Kun Zhang 32 3 0 18 Jan 2024
Learning to Generalize over Subpartitions for Heterogeneity-aware Domain Adaptive Nuclei Segmentation Jianan Fan Dongnan Liu Hang Chang Weidong Cai 22 5 0 17 Jan 2024
StarCraftImage: A Dataset For Prototyping Spatial Reasoning Methods For Multi-Agent Environments Sean Kulinski Nicholas R. Waytowich James Z. Hare David I. Inouye 20 3 0 09 Jan 2024
Dual-Channel Reliable Breast Ultrasound Image Classification Based on Explainable Attribution and Uncertainty Quantification Shuge Lei Haonan Hu Desheng Sun Huabin Zhang Kehong Yuan Jian Dai Jijun Tang Yan Tong 28 0 0 08 Jan 2024
VLLaVO: Mitigating Visual Gap through LLMs Shuhao Chen Yulong Zhang Weisen Jiang Jiangang Lu Yu Zhang VLM 46 2 0 06 Jan 2024
Improving Intrusion Detection with Domain-Invariant Representation Learning in Latent Space Padmaksha Roy Tyler Cody Himanshu Singhal Kevin Choi Ming Jin OOD 24 1 0 28 Dec 2023
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects Pratibha Kumari Joohi Chauhan Afshin Bozorgpour Boqiang Huang Reza Azad Dorit Merhof 55 11 0 28 Dec 2023
Mixture Data for Training Cannot Ensure Out-of-distribution Generalization Songming Zhang Yuxiao Luo Qizhou Wang Haoang Chi Xiaofeng Chen Bo Han Jinyan Li OODD 30 0 0 25 Dec 2023
Merging Vision Transformers from Different Tasks and Domains Peng Ye Chenyu Huang Mingzhu Shen Tao Chen Yongqi Huang Yuning Zhang Wanli Ouyang MoMe 17 11 0 25 Dec 2023
AdapTraj: A Multi-Source Domain Generalization Framework for Multi-Agent Trajectory Prediction Tangwen Qian Yile Chen Gao Cong Yongjun Xu Fei Wang 27 5 0 22 Dec 2023
A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models Julio Silva-Rodríguez Sina Hajimiri Ismail Ben Ayed Jose Dolz VLM 24 27 0 20 Dec 2023
Towards Context-Aware Domain Generalization: Understanding the Benefits and Limits of Marginal Transfer Learning Jens Müller Lars Kühmichel Martin Rohbeck Stefan T. Radev Ullrich Kothe OOD 32 0 0 15 Dec 2023
BIRB: A Generalization Benchmark for Information Retrieval in Bioacoustics Jenny Hamer Eleni Triantafillou B. V. Merrienboer Stefan Kahl Holger Klinck Tom Denton Vincent Dumoulin 36 14 0 12 Dec 2023
On Diversified Preferences of Large Language Model Alignment Dun Zeng Yong Dai Pengyu Cheng Longyue Wang Tianhao Hu Wanshun Chen Nan Du Zenglin Xu ALM 30 16 0 12 Dec 2023
DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation Christian Weihsbach Christian N. Kruse Alexander Bigalke Mattias P. Heinrich 29 1 0 11 Dec 2023
Invariant Random Forest: Tree-Based Model Solution for OOD Generalization Yufan Liao Qi Wu Xing Yan OODD OOD 28 2 0 07 Dec 2023