Domain Generalization: A Survey

3 March 2021

Yu Qiao

Papers citing "Domain Generalization: A Survey"

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Title
Exploring Robust Features for Improving Adversarial Robustness Hong Wang Yuefan Deng Shinjae Yoo Yuewei Lin AAML 23 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 27 10 0 08 Sep 2023
REALM: Robust Entropy Adaptive Loss Minimization for Improved Single-Sample Test-Time Adaptation Skyler Seto B. Theobald Federico Danieli Navdeep Jaitly Dan Busbridge TTA OOD 39 6 0 07 Sep 2023
A Survey of Imitation Learning: Algorithms, Recent Developments, and Challenges Maryam Zare P. Kebria Abbas Khosravi Saeid Nahavandi 18 81 0 05 Sep 2023
Domain Adaptation for Satellite-Borne Hyperspectral Cloud Detection Andrew Du Anh-Dzung Doan Yee Wei Law Tat-Jun Chin 22 2 0 05 Sep 2023
MAP: Domain Generalization via Meta-Learning on Anatomy-Consistent Pseudo-Modalities Dewei Hu Hao Li Han Liu Xing Yao Jiacheng Wang I. Oguz MedIm 6 4 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
Vision-Based Traffic Accident Detection and Anticipation: A Survey Jianwu Fang Jiahuan Qiao Jianru Xue Zhengguo Li 15 25 0 30 Aug 2023
Uncovering the Hidden Cost of Model Compression Diganta Misra Muawiz Chaudhary Agam Goyal Bharat Runwal Pin-Yu Chen VLM 33 0 0 29 Aug 2023
Multi-Scale and Multi-Layer Contrastive Learning for Domain Generalization Aristotelis Ballas Christos Diou OOD 19 6 0 28 Aug 2023
Rule-Based Error Detection and Correction to Operationalize Movement Trajectory Classification B. Xi Kevin Scaria Paulo Shakarian Paulo Shakarian 32 2 0 28 Aug 2023
Learning the Plasticity: Plasticity-Driven Learning Framework in Spiking Neural Networks Guobin Shen Dongcheng Zhao Yiting Dong Yang Li Feifei Zhao Yi Zeng AI4CE 18 0 0 23 Aug 2023
Trustworthy Representation Learning Across Domains Ronghang Zhu Dongliang Guo Daiqing Qi Zhixuan Chu Xiang Yu Sheng R. Li FaML AI4TS 33 2 0 23 Aug 2023
Unsupervised Prototype Adapter for Vision-Language Models Yi Zhang Ce Zhang Xue-mei Hu Z. He VLM 19 4 0 22 Aug 2023
Diversity Measures: Domain-Independent Proxies for Failure in Language Model Queries Noel Ngu Nathaniel Lee Paulo Shakarian 16 4 0 22 Aug 2023
Towards Generalizable Morph Attack Detection with Consistency Regularization Hossein Kashiani Niloufar Alipour Talemi Mohammad Saeed Ebrahimi Saadabadi Nasser M. Nasrabadi AAML 11 2 0 20 Aug 2023
DomainDrop: Suppressing Domain-Sensitive Channels for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi OOD 32 21 0 20 Aug 2023
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey Xin Li Yulin Ren Xin Jin Cuiling Lan X. Wang Wenjun Zeng Xinchao Wang Zhibo Chen 41 46 0 18 Aug 2023
Neural oscillators for generalization of physics-informed machine learning Taniya Kapoor Abhishek Chandra D. Tartakovsky Hongrui Wang Alfredo Núñez R. Dollevoet AI4CE 19 11 0 17 Aug 2023
Learning to Identify Critical States for Reinforcement Learning from Videos Haozhe Liu Mingchen Zhuge Bing Li Yu‐Han Wang Francesco Faccio Bernard Ghanem Jürgen Schmidhuber OffRL 15 6 0 15 Aug 2023
SelectNAdapt: Support Set Selection for Few-Shot Domain Adaptation Youssef Dawoud G. Carneiro Vasileios Belagiannis 29 0 0 09 Aug 2023
Bridging Trustworthiness and Open-World Learning: An Exploratory Neural Approach for Enhancing Interpretability, Generalization, and Robustness Shide Du Zihan Fang Shiyang Lan Yanchao Tan Manuel Günther Shiping Wang Wenzhong Guo 20 3 0 07 Aug 2023
DIVERSIFY: A General Framework for Time Series Out-of-distribution Detection and Generalization Wang Lu Jindong Wang Xinwei Sun Yiqiang Chen Xiangyang Ji Qiang Yang Xingxu Xie OODD AI4TS 20 15 0 04 Aug 2023
MammoDG: Generalisable Deep Learning Breaks the Limits of Cross-Domain Multi-Center Breast Cancer Screening Yijun Yang Shujun Wang Lihao Liu S. Hickman F. Gilbert Carola-Bibiane Schönlieb Angelica I. Aviles-Rivero 19 5 0 02 Aug 2023
Cross-Modal Concept Learning and Inference for Vision-Language Models Yi Zhang Ce Zhang Yushun Tang Z. He VLM MLLM CLIP 25 15 0 28 Jul 2023
PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization Junhyeong Cho Gilhyun Nam Sungyeon Kim Hunmin Yang Suha Kwak VLM OOD TTA 19 48 0 27 Jul 2023
Phase Matching for Out-of-Distribution Generalization Chengming Hu Ye Du Rui Wang Hao Chen OOD 26 0 0 24 Jul 2023
Towards Generalising Neural Topical Representations Xiaohao Yang He Zhao Dinh Q. Phung Lan Du BDL OOD MedIm 19 1 0 24 Jul 2023
DREAM: Domain-free Reverse Engineering Attributes of Black-box Model Rongqing Li Jiaqi Yu Changsheng Li Wenhan Luo Ye Yuan Guoren Wang MLAU 16 0 0 20 Jul 2023
Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives S. Kumari Pravendra Singh OOD 37 29 0 18 Jul 2023
Frequency-mixed Single-source Domain Generalization for Medical Image Segmentation Heng Li Haojin Li Wei-Ye Zhao H. Fu Xiuyun Su Yan Hu Jiang-Dong Liu 3DGS 20 19 0 18 Jul 2023
An Empirical Study of Pre-trained Model Selection for Out-of-Distribution Generalization and Calibration Hiroki Naganuma Ryuichiro Hataya Kotaro Yoshida Ioannis Mitliagkas OODD 89 1 0 17 Jul 2023
Single Domain Generalization via Normalised Cross-correlation Based Convolutions Weiqin Chuah Ruwan Tennakoon R. Hoseinnezhad David Suter A. Bab-Hadiashar OOD 26 3 0 12 Jul 2023
Rethinking Mitosis Detection: Towards Diverse Data and Feature Representation Hao Wang Jiatai Lin Dan Li Jing Wang Bingchao Zhao ... C. Liang Guoqiang Han Li Liang Chu Han Zaiyi Liu 25 0 0 12 Jul 2023
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions Peng Yan Ahmed Abdulkadir Paul-Philipp Luley Matthias Rosenthal Gerrit A. Schatte Benjamin Grewe Thilo Stadelmann AI4TS 36 57 0 11 Jul 2023
CILF:Causality Inspired Learning Framework for Out-of-Distribution Vehicle Trajectory Prediction Shen Li Qifan Xue Yezhuo Zhang Xuanpeng Li OOD CML OODD 19 2 0 11 Jul 2023
Probabilistic Test-Time Generalization by Variational Neighbor-Labeling Sameer Ambekar Zehao Xiao Jiayi Shen Xiantong Zhen Cees G. M. Snoek BDL OOD 30 1 0 08 Jul 2023
Large Language Models for Supply Chain Optimization Beibin Li Konstantina Mellou Bo-qing Zhang Jeevan Pathuri Ishai Menache 18 43 0 08 Jul 2023
SRCD: Semantic Reasoning with Compound Domains for Single-Domain Generalized Object Detection Zhijie Rao Jingcai Guo Luyao Tang Yue Huang Xinghao Ding Song Guo 21 16 0 04 Jul 2023
VesselMorph: Domain-Generalized Retinal Vessel Segmentation via Shape-Aware Representation Dewei Hu Hao Li Han Liu Xing Yao Jiacheng Wang I. Oguz MedIm 27 0 0 01 Jul 2023
Deep Transfer Learning for Intelligent Vehicle Perception: a Survey Xinyi Liu Jinlong Li Jin Ma Huiming Sun Zhigang Xu Tianyu Zhang Hongkai Yu 48 22 0 26 Jun 2023
Evading Forensic Classifiers with Attribute-Conditioned Adversarial Faces Fahad Shamshad K. Srivatsan Karthik Nandakumar AAML CVBM 24 6 0 22 Jun 2023
Generalizable Metric Network for Cross-domain Person Re-identification Lei Qi Ziang Liu Yinghuan Shi Xin Geng OOD 19 3 0 21 Jun 2023
Experts' cognition-driven ensemble deep learning for external validation of predicting pathological complete response to neoadjuvant chemotherapy from histological images in breast cancer Yongquan Yang Fengling Li Yani Wei Yuanyuan Zhao Jing Fu Xiuli Xiao Hong Bu 28 3 0 19 Jun 2023
Dis-AE: Multi-domain & Multi-task Generalisation on Real-World Clinical Data Daniel Kreuter Samuel Tull J. Gilbey J. Preller BloodCounts Consortium ... James H. F. Rudd S. Sivapalaratnam Carola-Bibiane Schönlieb Nicholas S. Gleadall M. Roberts OOD DRL 22 0 0 15 Jun 2023
Modularity Trumps Invariance for Compositional Robustness I. Mason Anirban Sarkar Tomotake Sasaki Xavier Boix OOD 19 1 0 15 Jun 2023
Revisiting Stereo Triangulation in UAV Distance Estimation Jiafan Zhuang Duan Yuan Rihong Yan Weixin Huang Yutao Zhou Zhun Fan 32 0 0 15 Jun 2023
Federated Learning for Medical Image Analysis: A Survey Hao Guan Pew-Thian Yap Andrea Bozoki Mingxia Liu FedML OOD 29 112 0 09 Jun 2023
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation Shishuai Hu Zehui Liao Yong-quan Xia MedIm 29 28 0 08 Jun 2023
Coping with Change: Learning Invariant and Minimum Sufficient Representations for Fine-Grained Visual Categorization Shuo Ye Shujian Yu W. Hou Yu Wang Xinge You OOD 16 10 0 08 Jun 2023