Title
PGrad: Learning Principal Gradients For Domain GeneralizationInternational Conference on Learning Representations (ICLR), 2023 Zhe Wang J. E. Grigsby Yanjun Qi OOD 188 18 0 02 May 2023
Defining Replicability of Prediction RulesStatistical Science (Statist. Sci.), 2023 Giovanni Parmigiani AI4CE 90 3 0 30 Apr 2023
Hierarchical Disentanglement-Alignment Network for Robust SAR Vehicle RecognitionIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2023 Wei-Jang Li Wei Yang Wenpeng Zhang Tianpeng Liu Yongxiang Liu Wenshu Fan 250 29 0 07 Apr 2023
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation Zheyu Zhang Sijin Yu Lanhong Yao Ugur Demir Debesh Jha I. Turkbey Boqing Gong Ulas Bagci AAML MedIm OOD 161 13 0 05 Apr 2023
Multi-Domain Norm-referenced Encoding Enables Data Efficient Transfer Learning of Facial Expression Recognition M. Stettler Alexander Lappe N. Taubert M. Giese 3DH 133 0 0 05 Apr 2023
Counterfactual Learning on Graphs: A SurveyMachine Intelligence Research (MIR), 2023 Zhimeng Guo Teng Xiao Zongyu Wu Charu C. Aggarwal Hui Liu Suhang Wang CML AI4CE 413 24 0 03 Apr 2023
CNNs with Multi-Level Attention for Domain GeneralizationInternational Conference on Multimedia Retrieval (ICMR), 2023 Aristotelis Ballas Christos Diou OOD 231 6 0 02 Apr 2023
Simple Domain Generalization Methods are Strong Baselines for Open Domain GeneralizationIEEE International Joint Conference on Neural Network (IJCNN), 2023 Masashi Noguchi Shinichi Shirakawa VLM AI4CE 120 7 0 31 Mar 2023
Learnability, Sample Complexity, and Hypothesis Class Complexity for Regression Models S. Beheshti Mahdi Shamsi 92 0 0 28 Mar 2023
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift LearningIEEE International Conference on Computer Vision (ICCV), 2023 Won-Yong Cho Jinha Park Taesup Kim CLL 253 10 0 28 Mar 2023
TFS-ViT: Token-Level Feature Stylization for Domain GeneralizationPattern Recognition (Pattern Recogn.), 2023 Mehrdad Noori Milad Cheraghalikhani Ali Bahri G. A. V. Hakim David Osowiechi Ismail Ben Ayed Christian Desrosiers 144 22 0 28 Mar 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution ShiftsInternational Journal of Computer Vision (IJCV), 2023 Jian Liang Ran He Tien-Ping Tan OOD VLM TTA 300 370 0 27 Mar 2023
Label-Free Liver Tumor SegmentationComputer Vision and Pattern Recognition (CVPR), 2023 Qixing Hu Yixiong Chen Junfei Xiao Shuwen Sun Jieneng Chen Alan Yuille Zongwei Zhou VLM 140 82 0 27 Mar 2023
Robust Test-Time Adaptation in Dynamic ScenariosComputer Vision and Pattern Recognition (CVPR), 2023 Longhui Yuan Binhui Xie Shuangliang Li TTA 277 180 0 24 Mar 2023
Rethinking Domain Generalization for Face Anti-spoofing: Separability and AlignmentComputer Vision and Pattern Recognition (CVPR), 2023 Yiyou Sun Yaojie Liu Xiaoming Liu Shouqing Yang Wen-Sheng Chu OOD CVBM 196 84 0 23 Mar 2023
Model Barrier: A Compact Un-Transferable Isolation Domain for Model Intellectual Property ProtectionComputer Vision and Pattern Recognition (CVPR), 2023 Lianyu Wang Meng Wang Daoqiang Zhang Huazhu Fu 128 22 0 20 Mar 2023
Towards Domain Generalization for ECG and EEG Classification: Algorithms and BenchmarksIEEE Transactions on Emerging Topics in Computational Intelligence (TETCI), 2023 Aristotelis Ballas Christos Diou OOD 288 23 0 20 Mar 2023
A Survey of Deep Visual Cross-Domain Few-Shot Learning Wenjian Wang Lijuan Duan Yuxi Wang Junsong Fan Zhi Gong Zhaoxiang Zhang 216 6 0 16 Mar 2023
A New Benchmark: On the Utility of Synthetic Data with Blender for Bare Supervised Learning and Downstream Domain AdaptationComputer Vision and Pattern Recognition (CVPR), 2023 Hui Tang Kui Jia OOD 290 18 0 16 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A SurveyACM Computing Surveys (ACM Comput. Surv.), 2023 Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Tianpeng Liu 441 25 0 15 Mar 2023
Imbalanced Domain Generalization for Robust Single Cell Classification in Hematological Cytomorphology Rao Muhammad Umer A. Gruber Sayedali Shetab Boushehri Christian Metak Carsten Marr OOD 207 8 0 14 Mar 2023
Meta-learning approaches for few-shot learning: A survey of recent advancesACM Computing Surveys (ACM Comput. Surv.), 2023 Hassan Gharoun Fereshteh Momenifar Fang Chen Amir H. Gandomi OOD VLM 227 120 0 13 Mar 2023
Domain Generalization in Machine Learning Models for Wireless Communications: Concepts, State-of-the-Art, and Open IssuesIEEE Communications Surveys and Tutorials (COMST), 2023 Mohamed Akrout Amal Feriani F. Bellili A. Mezghani Ekram Hossain OOD AI4CE 207 45 0 13 Mar 2023
Modality-Agnostic Debiasing for Single Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2023 Sanqing Qu Yingwei Pan Guang-Sheng Chen Ting Yao Changjun Jiang Tao Mei 142 29 0 13 Mar 2023
Neuron Structure Modeling for Generalizable Remote Physiological MeasurementComputer Vision and Pattern Recognition (CVPR), 2023 Hao Lu Zitong Yu Xuesong Niu Yingke Chen 170 53 0 10 Mar 2023
Adaptive Texture Filtering for Single-Domain Generalized SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2023 Xinhui Li Mingjiang Li Yaxing Wang Chuan-Xian Ren Xiaojie Guo 204 6 0 06 Mar 2023
What Is Missing in IRM Training and Evaluation? Challenges and SolutionsInternational Conference on Learning Representations (ICLR), 2023 Yihua Zhang Pranay Sharma Parikshit Ram Min-Fong Hong Kush R. Varshney Sijia Liu 177 14 0 04 Mar 2023
Decompose, Adjust, Compose: Effective Normalization by Playing with Frequency for Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2023 Sangrok Lee Jongseong Bae Ha Young Kim OOD 237 49 0 04 Mar 2023
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability Yuxin Li Hang Zhou Yibo Gao Xiahai Zhuang OOD 304 77 0 03 Mar 2023
ArCL: Enhancing Contrastive Learning with Augmentation-Robust RepresentationsInternational Conference on Learning Representations (ICLR), 2023 Xuyang Zhao Tianqi Du Yisen Wang Jun Yao Weiran Huang 245 13 0 02 Mar 2023
Domain-aware Triplet loss in Domain GeneralizationComputer Vision and Image Understanding (CVIU), 2023 Kai Guo Brian C. Lovell OOD 244 10 0 01 Mar 2023
A Deep Neural Architecture for Harmonizing 3-D Input Data Analysis and Decision Making in Medical ImagingNeurocomputing (Neurocomputing), 2023 D. Kollias Anastasios Arsenos Stefanos D. Kollias AI4CE 211 47 0 01 Mar 2023
Learning to Generalize towards Unseen Domains via a Content-Aware Style Invariant Model for Disease Detection from Chest X-raysIEEE journal of biomedical and health informatics (IEEE JBHI), 2023 Mohammad Zunaed M. Haque Taufiq Hasan OOD 216 7 0 27 Feb 2023
FedCLIP: Fast Generalization and Personalization for CLIP in Federated LearningIEEE Data Engineering Bulletin (IEEE Data Eng. Bull.), 2023 Wang Lu Xixu Hu Yongfeng Zhang Xingxu Xie FedML VLM 346 88 0 27 Feb 2023
Forecasting Workload in Cloud Computing: Towards Uncertainty-Aware Predictions and Transfer Learning Andrea Rossi Andrea Visentin Diego Carraro Steven D. Prestwich Kenneth N. Brown 160 5 0 24 Feb 2023
On the Robustness of ChatGPT: An Adversarial and Out-of-distribution PerspectiveIEEE Data Engineering Bulletin (IEEE Data Eng. Bull.), 2023 Yongfeng Zhang Xixu Hu Wenxin Hou Hao Chen Runkai Zheng ... Weirong Ye Xiubo Geng Binxing Jiao Yue Zhang Xingxu Xie AI4MH 498 285 0 22 Feb 2023
Oriented Object Detection in Optical Remote Sensing Images using Deep Learning: A SurveyArtificial Intelligence Review (AIR), 2023 Kunlin Wang Zi Wang Zhang Li Ang Su Xichao Teng Minhao Liu Qifeng Yu Qifeng Yu ObjD 621 26 0 21 Feb 2023
Boosting classification reliability of NLP transformer models in the long runSN Computer Science (SN Comput. Sci.), 2023 Zoltán Kmetty Bence Kollányi Krisztián Boros 115 3 0 20 Feb 2023
On the Stability and Generalization of Triplet LearningAAAI Conference on Artificial Intelligence (AAAI), 2023 Jun Chen Hao Chen Xue Jiang Bin Gu Weifu Li Tieliang Gong Feng Zheng 167 5 0 20 Feb 2023
Towards Radar Emitter Recognition in Changing Environments with Domain Generalization Honglin Wu Xueqiong Li Long Lan Liyang Xu Yuhua Tang 147 1 0 18 Feb 2023
Improving the Out-Of-Distribution Generalization Capability of Language Models: Counterfactually-Augmented Data is not EnoughIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Caoyun Fan Wenqing Chen Jidong Tian Yitian Li Hao He Yaohui Jin CML OODD 133 5 0 18 Feb 2023
EnfoMax: Domain Entropy and Mutual Information Maximization for Domain Generalized Face Anti-spoofingNeurocomputing (Neurocomputing), 2023 Tianyi Zheng CVBM 169 4 0 17 Feb 2023
Activity Cliff Prediction: Dataset and Benchmark Ziqiao Zhang Bangyi Zhao Ailin Xie Yatao Bian Shuigeng Zhou 193 14 0 15 Feb 2023
In Search for a Generalizable Method for Source Free Domain AdaptationInternational Conference on Machine Learning (ICML), 2023 Malik Boudiaf Tom Denton B. V. Merrienboer Vincent Dumoulin Eleni Triantafillou TTA 224 22 0 13 Feb 2023
Semantic Image Segmentation: Two Decades of ResearchFoundations and Trends in Computer Graphics and Vision (FTCGV), 2023 G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 267 76 0 13 Feb 2023
Key Design Choices for Double-Transfer in Source-Free Unsupervised Domain Adaptation Andrea Maracani Raffaello Camoriano Elisa Maiettini Davide Talon Lorenzo Rosasco Lorenzo Natale 236 2 0 10 Feb 2023
Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep ModelsACM Computing Surveys (ACM Comput. Surv.), 2023 Zehua Wang Dingkang Yang Yan Wang Jing Liu Jun Liu Peng Sun Yang Liu Liang Song 413 134 0 10 Feb 2023
Adversarial Style Augmentation for Domain Generalization Yabin Zhang Bin Deng Ruihuang Li Kui Jia Lei Zhang AAML OOD 190 19 0 30 Jan 2023
FedRC: Tackling Diverse Distribution Shifts Challenge in Federated Learning by Robust ClusteringInternational Conference on Machine Learning (ICML), 2023 Yongxin Guo Xiaoying Tang Tao Lin OOD FedML 280 22 0 29 Jan 2023
ManyDG: Many-domain Generalization for Healthcare ApplicationsInternational Conference on Learning Representations (ICLR), 2023 Chaoqi Yang M. P. M. Brandon Westover Jimeng Sun OOD CML 195 30 0 21 Jan 2023