Best sources forward: domain generalization through source-specific nets

15 June 2018

Papers citing "Best sources forward: domain generalization through source-specific nets"

50 / 77 papers shown

Title
Online time series prediction using feature adjustment Xiannan Huang Shuhan Qiu Jiayuan Du Chao Yang AI4TS TTA 177 0 0 04 Sep 2025
Variational Learning of Disentangled Representations Yuli Slavutsky Ozgur Beker David Blei Bianca Dumitrascu DRL OOD CML CoGe 202 0 0 20 Jun 2025
Continuous Domain Generalization Zekun Cai Yiheng Yao Guangji Bai Renhe Jiang Xuan Song Ryosuke Shibasaki Liang Zhao OOD 515 0 0 17 May 2025
FDS: Feedback-guided Domain Synthesis with Multi-Source Conditional Diffusion Models for Domain Generalization Mehrdad Noori Milad Cheraghalikhani Ali Bahri G. A. V. Hakim David Osowiechi Moslem Yazdanpanah Ismail Ben Ayed Christian Desrosiers 247 5 0 04 Jul 2024
Domain Generalizable Knowledge Tracing via Concept Aggregation and Relation-Based Attention Yuquan Xie Wanqi Yang Jinyu Wei Ming Yang Yang Gao AI4Ed 218 2 0 02 Jul 2024
Domain Adversarial Active Learning for Domain Generalization ClassificationIEEE Transactions on Knowledge and Data Engineering (TKDE), 2024 Jianting Chen Ling Ding Yunxiao Yang Zaiyuan Di Yang Xiang OOD 170 3 0 10 Mar 2024
Domain Generalization via Causal Adjustment for Cross-Domain Sentiment Analysis Siyin Wang Jie Zhou Qin Chen Tao Gui Tao Gui Xuanjing Huang OOD TTA 151 3 0 22 Feb 2024
Invariant Representation via Decoupling Style and Spurious Features from Images Ruimeng Li Yuanhao Pu Zhaoyi Li Hong Xie Defu Lian OOD 304 1 0 11 Dec 2023
CODA: Temporal Domain Generalization via Concept Drift SimulatorKnowledge Discovery and Data Mining (KDD), 2023 Chia-Yuan Chang Yu-Neng Chuang Zhimeng Jiang Kwei-Herng Lai Anxiao Jiang Na Zou OOD 135 6 0 02 Oct 2023
iBARLE: imBalance-Aware Room Layout EstimationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Taotao Jing Lichen Wang Naji Khosravan Zhiqiang Wan Zachary Bessinger Zhengming Ding S. B. Kang 235 2 0 29 Aug 2023
ALFA -- Leveraging All Levels of Feature Abstraction for Enhancing the Generalization of Histopathology Image Classification Across Unseen Hospitals Milad Sikaroudi Seyedeh Maryam Hosseini Shahryar Rahnamayan H. R. Tizhoosh OOD 148 0 0 07 Aug 2023
Flatness-Aware Minimization for Domain GeneralizationIEEE International Conference on Computer Vision (ICCV), 2023 Xingxuan Zhang Renzhe Xu Han Yu Yancheng Dong Pengfei Tian Peng Cu 228 32 0 20 Jul 2023
Intra- & Extra-Source Exemplar-Based Style Synthesis for Improved Domain GeneralizationInternational Journal of Computer Vision (IJCV), 2023 Yumeng Li Dan Zhang Margret Keuper Anna Khoreva 266 11 0 02 Jul 2023
POEM: Polarization of Embeddings for Domain-Invariant RepresentationsAAAI Conference on Artificial Intelligence (AAAI), 2023 Sang-Yeong Jo Sung Whan Yoon 110 16 0 22 May 2023
Progressive Random Convolutions for Single Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2023 Seokeon Choi Debasmit Das Sungha Choi Seunghan Yang Hyunsin Park Sungrack Yun 259 52 0 02 Apr 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 195 44 0 13 Mar 2023
HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization Jingang Qu T. Faney Zehao Wang Patrick Gallinari Soleiman Yousef J. D. Hemptinne OOD 266 10 0 15 Nov 2022
Intra-Source Style Augmentation for Improved Domain GeneralizationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Yumeng Li Dan Zhang Margret Keuper Anna Khoreva 243 38 0 18 Oct 2022
Bootstrap Generalization Ability from Loss Landscape Perspective Huanran Chen Shitong Shao Ziyi Wang Zirui Shang Jin Chen Xiaofeng Ji Xinxiao Wu OOD 270 21 0 18 Sep 2022
A diverse large-scale building dataset and a novel plug-and-play domain generalization method for building extractionIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2022 M. Luo Shunping Ji Shiqing Wei 225 31 0 22 Aug 2022
Deep Unsupervised Domain Adaptation: A Review of Recent Advances and PerspectivesAPSIPA Transactions on Signal and Information Processing (TASIP), 2022 Xiaofeng Liu Chaehwa Yoo Fangxu Xing Hyejin Oh Xiaofeng Liu Je-Won Kang Jonghye Woo OOD 209 267 0 15 Aug 2022
Domain Generalization for Activity Recognition via Adaptive Feature FusionACM Transactions on Intelligent Systems and Technology (ACM TIST), 2022 Xin Qin Yongfeng Zhang Yiqiang Chen Wang Lu Xinlong Jiang OOD 195 49 0 21 Jul 2022
Domain Generalization via Selective Consistency Regularization for Time Series ClassificationInternational Conference on Pattern Recognition (ICPR), 2022 Wenyu Zhang Mohamed Ragab Chuan-Sheng Foo OOD AI4TS 223 2 0 16 Jun 2022
Semantic-Discriminative Mixup for Generalizable Sensor-based Cross-domain Activity RecognitionProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2022 Wang Lu Yongfeng Zhang Yiqiang Chen Sinno Jialin Pan Chunyu Hu Xin Qin 153 59 0 14 Jun 2022
InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness through Shape-awareness Shruthi Gowda Bahram Zonooz Elahe Arani 164 5 0 12 Jun 2022
Evolving Domain Generalization Wei Wang Gezheng Xu Ruizhi Pu Jiaqi Li Fan Zhou Changjian Shui Charles Ling Christian Gagné Boyu Wang OOD 200 3 0 31 May 2022
Temporal Domain Generalization with Drift-Aware Dynamic Neural NetworksInternational Conference on Learning Representations (ICLR), 2022 Guangji Bai Ling-Hao Chen Bo Pan OOD AI4TS AI4CE 166 38 0 21 May 2022
InvNorm: Domain Generalization for Object Detection in Gastrointestinal Endoscopy Weichen Fan Yuanbo Yang Kunpeng Qiu Shuo Wang Yongxin Guo 214 3 0 05 May 2022
NICO++: Towards Better Benchmarking for Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2022 Xingxuan Zhang Linjun Zhou Renzhe Xu Haoxin Liu Zheyan Shen Peng Cui OOD 238 98 0 17 Apr 2022
Adaptive Network Combination for Single-Image Reflection Removal: A Domain Generalization Perspective Ming-Yu Liu Jia Pan Zifei Yan W. Zuo Lei Zhang OOD 143 3 0 04 Apr 2022
Uncertainty-aware Contrastive Distillation for Incremental Semantic SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Guanglei Yang Enrico Fini Dan Xu Paolo Rota Mingli Ding Moin Nabi Xavier Alameda-Pineda Elisa Ricci CLL 196 77 0 26 Mar 2022
Deep Frequency Filtering for Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2022 Shiqi Lin Zhizheng Zhang Zhipeng Huang Yan Lu Cuiling Lan ... Jiang Wang Zicheng Liu Amey Parulkar V. Navkal Zhibo Chen 206 67 0 23 Mar 2022
Domain Generalization using Pretrained Models without Fine-tuning Ziyue Li Kan Ren Xinyang Jiang Yue Liu Haipeng Zhang Dongsheng Li VLM 181 42 0 09 Mar 2022
Debiased Batch Normalization via Gaussian Process for Generalizable Person Re-IdentificationAAAI Conference on Artificial Intelligence (AAAI), 2022 Jiawei Liu Zhipeng Huang Liang-Sheng Li Kecheng Zheng Zhengjun Zha 226 29 0 03 Mar 2022
Global-Local Regularization Via Distributional RobustnessInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 Hoang Phan Trung Le Trung-Nghia Phung Tu Bui Nhat Ho Dinh Q. Phung OOD 231 15 0 01 Mar 2022
Calibrated Feature Decomposition for Generalizable Person Re-Identification Kecheng Zheng Jiawei Liu Wei Wu Liang Li Zhengjun Zha 259 9 0 27 Nov 2021
Better Pseudo-label: Joint Domain-aware Label and Dual-classifier for Semi-supervised Domain GeneralizationPattern Recognition (Pattern Recogn.), 2021 Ruiqi Wang Lei Qi Yinghuan Shi Yang Gao 172 29 0 10 Oct 2021
Fishr: Invariant Gradient Variances for Out-of-Distribution GeneralizationInternational Conference on Machine Learning (ICML), 2021 Alexandre Ramé Corentin Dancette Matthieu Cord OOD 328 244 0 07 Sep 2021
Towards Out-Of-Distribution Generalization: A Survey Tianyu Wang Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 420 625 0 31 Aug 2021
Learning to Diversify for Single Domain GeneralizationIEEE International Conference on Computer Vision (ICCV), 2021 Zijian Wang Yadan Luo Ruihong Qiu Zi Huang Mahsa Baktash 288 308 0 26 Aug 2021
Exploring Data Aggregation and Transformations to Generalize across Visual Domains Antono DÍnnocente OOD 130 0 0 20 Aug 2021
Out-of-Domain Generalization from a Single Source: An Uncertainty Quantification ApproachIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Xi Peng Fengchun Qiao Long Zhao OOD 312 43 0 05 Aug 2021
Domain Generalization via Gradient Surgery Lucas Mansilla Rodrigo Echeveste Diego H. Milone Enzo Ferrante OOD 206 91 0 03 Aug 2021
Domain Generalization under Conditional and Label Shifts via Variational Bayesian InferenceInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Xiaofeng Liu Bo Hu Linghao Jin Xu Han Fangxu Xing Georges El Fakhri Jun Lu Xiaofeng Liu Jonghye Woo OOD BDL 180 32 0 22 Jul 2021
Towards Unsupervised Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Peng Cui Zheyan Shen Haoxin Liu OOD AI4CE 183 60 0 13 Jul 2021
Invariant Information Bottleneck for Domain GeneralizationAAAI Conference on Artificial Intelligence (AAAI), 2021 Yue Liu Yifei Shen Yezhen Wang Wenzhen Zhu Colorado Reed Jun Zhang Dongsheng Li Kurt Keutzer Han Zhao OOD 549 142 0 11 Jun 2021
Privacy-Preserving Constrained Domain Generalization via Gradient AlignmentIEEE Transactions on Knowledge and Data Engineering (TKDE), 2021 Chris Xing Tian Haoliang Li Yufei Wang Shiqi Wang 196 7 0 14 May 2021
Deep Stable Learning for Out-Of-Distribution GeneralizationComputer Vision and Pattern Recognition (CVPR), 2021 Xingxuan Zhang Peng Cui Renzhe Xu Linjun Zhou Yue He Zheyan Shen OOD 188 297 0 16 Apr 2021
Progressive Domain Expansion Network for Single Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2021 Lei Li Ke Gao Juan Cao Ziyao Huang Yepeng Weng Xiaoyue Mi Zhengze Yu Xiaoya Li Boyang Xia OOD AI4CE 218 205 0 30 Mar 2021
Inferring Latent Domains for Unsupervised Deep Domain AdaptationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019 Goran Frehse Lorenzo Porzi Samuel Rota Buló Barbara Caputo Elisa Ricci OOD 157 31 0 25 Mar 2021