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Active Learning for Domain Adaptation: An Energy-Based Approach

2 December 2021

Chi Harold Liu

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Papers citing "Active Learning for Domain Adaptation: An Energy-Based Approach"

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Title
Active transfer learning for structural health monitoringMechanical systems and signal processing (MSSP), 2025 J. Poole N. Dervilis K. Worden P. Gardner V. Giglioni R.S. Mills A. Hughes AI4CE 89 1 0 31 Oct 2025
GALA: A GlobAl-LocAl Approach for Multi-Source Active Domain Adaptation Lixian Zhang Peifeng Zhang Yibin Wen Qingmei Li Yang Zhang Haohuan Fu 76 0 0 25 Oct 2025
Combining Discrepancy-Confusion Uncertainty and Calibration Diversity for Active Fine-Grained Image Classification Yinghao Jin Xi Yang UQCV 208 0 0 29 Sep 2025
LogAction: Consistent Cross-system Anomaly Detection through Logs via Active Domain Adaptation Chiming Duan Minghua He Pei Xiao Tong Jia Xin Zhang ... Yifan Wu S. Yu Weijie Hong Ying Li Gang Huang 116 0 0 29 Sep 2025
DAM: Dual Active Learning with Multimodal Foundation Model for Source-Free Domain Adaptation Xi Chen Hongxun Yao Zhaopan Xu Kui Jiang VLM 64 0 0 29 Sep 2025
Segmentation Assisted Incremental Test Time Adaptation in an Open World Manogna Sreenivas Soma Biswas VLM TTA 214 0 0 27 Aug 2025
Unified modality separation: A vision-language framework for unsupervised domain adaptationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Xinyao Li Jingjing Li Zhekai Du Lei Zhu Heng Tao Shen VLM 130 1 0 07 Aug 2025
Certainty and Uncertainty Guided Active Domain AdaptationInternational Conference on Information Photonics (ICIP), 2025 Bardia Safaei Vibashan Vs Vishal M. Patel TTA 163 2 0 26 May 2025
Temporal Restoration and Spatial Rewiring for Source-Free Multivariate Time Series Domain AdaptationKnowledge Discovery and Data Mining (KDD), 2025 Peiliang Gong Yucheng Wang Min Wu Zhenghua Chen Xiaoli Li Daoqiang Zhang AI4TS TTA 237 0 0 23 May 2025
RAFT - A Domain Adaptation Framework for RGB & LiDAR Semantic Segmentation Edward Humes Xiaomin Lin Uttej Kallakuri Rithvik Jonna Tinoosh Mohsenin 329 1 0 07 May 2025
Energy-Based Pseudo-Label Refining for Source-free Domain AdaptationPattern Recognition Letters (Pattern Recogn. Lett.), 2025 Xinru Meng Han Sun Qingbin Liu Ningzhong Liu Huiyu Zhou 255 0 0 23 Apr 2025
Adaptation Method for Misinformation Identification Yangping Chen Weijie Shi Mengze Li Yue Cui Hechang Chen Jia Zhu Jiajie Xu 177 0 0 19 Apr 2025
Optimal Transfer Learning for Missing Not-at-Random Matrix Completion Akhil Jalan Yassir Jedra Arya Mazumdar Soumendu Sundar Mukherjee Purnamrita Sarkar 869 2 0 28 Feb 2025
Integrating Deep Metric Learning with Coreset for Active Learning in 3D SegmentationNeural Information Processing Systems (NeurIPS), 2024 Arvind Murari Vepa Zukang Yang Andrew Choi Jungseock Joo Fabien Scalzo Yizhou Sun 3DPC 261 6 0 24 Nov 2024
Temporal Source Recovery for Time-Series Source-Free Unsupervised Domain Adaptation Yucheng Wang Peiliang Gong Ruibing Jin Felix Ott Xiaoli Li Lihua Xie Zhenghua Chen TTA 319 5 0 29 Sep 2024
DELTA: Dual Consistency Delving with Topological Uncertainty for Active Graph Domain Adaptation Pengyun Wang Yadi Cao Chris Russell Yanxin Shen Junyu Luo Ming Zhang Siyu Heng Zhiyuan Ning 269 1 0 13 Sep 2024
A Survey on Deep Active Learning: Recent Advances and New Frontiers Dongyuan Li Zhen Wang Yankai Chen Xue Liu Weiping Ding Manabu Okumura 436 83 0 01 May 2024
Active Test-Time Adaptation: Theoretical Analyses and An Algorithm Shurui Gui Xiner Li Shuiwang Ji TTA 292 21 0 07 Apr 2024
Energy-based Domain-Adaptive Segmentation with Depth GuidanceIEEE Robotics and Automation Letters (RA-L), 2024 Jinjin Zhu Zhedong Hu Tae-Kyun Kim Lin Wang MDE 154 2 0 06 Feb 2024
Composite Active Learning: Towards Multi-Domain Active Learning with Theoretical Guarantees Guang-Yuan Hao Hengguan Huang Haotian Wang Jie Gao Hao Wang OOD 267 3 0 03 Feb 2024
D3GU: Multi-Target Active Domain Adaptation via Enhancing Domain AlignmentIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Lin Zhang Linghan Xu Saman Motamed Shayok Chakraborty Fernando de la Torre 234 7 0 10 Jan 2024
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation Zhuohang Dang Minnan Luo Chengyou Jia Guangwen Dai Xiao Chang Jingdong Wang 146 10 0 27 Dec 2023
Federated Active Learning for Target Domain Generalisation Razvan Caramalau Binod Bhattarai Danail Stoyanov OOD FedML 166 2 0 04 Dec 2023
Few Clicks Suffice: Active Test-Time Adaptation for Semantic Segmentation Longhui Yuan Shuangliang Li Zhuo He Binhui Xie TTA VLM 215 1 0 04 Dec 2023
Evidential Uncertainty Quantification: A Variance-Based Perspective Ruxiao Duan B. Caffo Harrison X. Bai Haris I. Sair Craig K. Jones UD EDL UQCV BDL PER 191 19 0 19 Nov 2023
Annotator: A Generic Active Learning Baseline for LiDAR Semantic SegmentationNeural Information Processing Systems (NeurIPS), 2023 Binhui Xie Shuang Li Qingju Guo Chi Harold Liu Xinjing Cheng VLM 228 13 0 31 Oct 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 338 66 0 22 Oct 2023
Enabling Resource-efficient AIoT System with Cross-level Optimization: A surveyIEEE Communications Surveys and Tutorials (COMST), 2023 Sicong Liu Bin Guo Cheng Fang Ziqi Wang Shiyan Luo Zimu Zhou Zhiwen Yu AI4CE 235 35 0 27 Sep 2023
A Comprehensive Review on Financial Explainable AIArtificial Intelligence Review (AIR), 2023 Wei Jie Yeo Wihan van der Heever Rui Mao Xiaoshi Zhong Frank Xing G. Mengaldo XAI AI4TS 191 45 0 21 Sep 2023
Source-free Active Domain Adaptation for Diabetic Retinopathy Grading Based on Ultra-wide-field Fundus Image Jinye Ran Guanghua Zhang Ximei Zhang Juan Xie F. Xia Hao Zhang MedIm 124 0 0 19 Sep 2023
Divide and Adapt: Active Domain Adaptation via Customized LearningComputer Vision and Pattern Recognition (CVPR), 2023 Duojun Huang Jichang Li Weikai Chen Jun Steed Huang Z. Chai Guanbin Li 133 31 0 21 Jul 2023
Hyperbolic Active Learning for Semantic Segmentation under Domain ShiftInternational Conference on Machine Learning (ICML), 2023 Luca Franco Paolo Mandica Konstantinos Kallidromitis Devin Guillory Yu-Teng Li Trevor Darrell Fabio Galasso 225 14 0 19 Jun 2023
MetaAdapt: Domain Adaptive Few-Shot Misinformation Detection via Meta LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Zhenrui Yue Huimin Zeng Yang Zhang Lanyu Shang Dong Wang 148 20 0 22 May 2023
Generalized Universal Domain Adaptation with Generative Flow NetworksACM Multimedia (ACM MM), 2023 Didi Zhu Yinchuan Li Yunfeng Shao Jianye Hao Leilei Gan Kun Kuang Jun Xiao Chao Wu AI4CE OOD 215 24 0 08 May 2023
Spectral Transfer Guided Active Domain Adaptation For Thermal Imagery Berkcan Ustun Ahmet Kağan Kaya Ezgi Cakir Ayerden Fazil Altinel 164 4 0 14 Apr 2023
Bi3D: Bi-domain Active Learning for Cross-domain 3D Object DetectionComputer Vision and Pattern Recognition (CVPR), 2023 Jiakang Yuan Bo Zhang Xiangchao Yan Tao Chen Botian Shi Yikang Li Yu Qiao 235 31 0 10 Mar 2023
Dirichlet-based Uncertainty Calibration for Active Domain AdaptationInternational Conference on Learning Representations (ICLR), 2023 Mixue Xie Shuang Li Rui Zhang Chi Harold Liu UQCV 144 41 0 27 Feb 2023
A Comprehensive Survey on Source-free Domain AdaptationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Zhiqi Yu Jingjing Li Zhekai Du Lei Zhu Jikang Cheng TTA 288 184 0 23 Feb 2023
Energy-Based Test Sample Adaptation for Domain GeneralizationInternational Conference on Learning Representations (ICLR), 2023 Zehao Xiao Xiantong Zhen Tianran Ouyang Cees G. M. Snoek TTA 197 22 0 22 Feb 2023
Pushing the Accuracy-Group Robustness Frontier with Introspective Self-play J. Liu Krishnamurthy Dvijotham Jihyeon Janel Lee Quan Yuan Martin Strobel Balaji Lakshminarayanan Deepak Ramachandran 178 5 0 11 Feb 2023
Consistent Training via Energy-Based GFlowNets for Modeling Discrete Joint Distributions C. Ekbote Moksh Jain Payel Das Yoshua Bengio 206 4 0 01 Nov 2022
FAL-CUR: Fair Active Learning using Uncertainty and Representativeness on Fair ClusteringExpert systems with applications (ESWA), 2022 R. Fajri A. Saxena Yulong Pei Mykola Pechenizkiy FaML 172 5 0 21 Sep 2022
Unsupervised Domain Adaptation via Style-Aware Self-intermediate DomainPattern Recognition (Pattern Recogn.), 2022 Lianyu Wang Meng Wang Daoqiang Zhang Huazhu Fu 279 2 0 05 Sep 2022
Local Context-Aware Active Domain AdaptationIEEE International Conference on Computer Vision (ICCV), 2022 Tao Sun Cheng Lu Haibin Ling 192 11 0 26 Aug 2022
Combating Label Distribution Shift for Active Domain AdaptationEuropean Conference on Computer Vision (ECCV), 2022 S. Hwang Sohyun Lee Sungyeon Kim Jungseul Ok Suha Kwak 190 26 0 13 Aug 2022
Prior Knowledge Guided Unsupervised Domain AdaptationEuropean Conference on Computer Vision (ECCV), 2022 Tao Sun Cheng Lu Haibin Ling 118 36 0 18 Jul 2022
Tyger: Task-Type-Generic Active Learning for Molecular Property Prediction Kuangqi Zhou Kaixin Wang Jiashi Feng Jian Tang Qifeng Bai Xinchao Wang 120 1 0 23 May 2022
Active Source Free Domain Adaptation Fan Wang Zhongyi Han Zhiyan Zhang Yilong Yin 278 12 0 22 May 2022
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Binhui Xie Shuang Li Mingjiang Li Chi Harold Liu Gao Huang Guoren Wang 128 179 0 19 Apr 2022
D2ADA: Dynamic Density-aware Active Domain Adaptation for Semantic Segmentation Tsung-Han Wu Yi-Syuan Liou Shaojie Yuan Hsin-Ying Lee Tung-I Chen Kuan-Chih Huang Winston H. Hsu 200 10 0 14 Feb 2022