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TITLE = "Evidence Conflict Sampling for Open-set Active Learning",
JOURNAL = IJCV,
VOLUME = "134",
YEAR = "2026",
NUMBER = "1",
MONTH = "January",
PAGES = "42",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148574"}
@article{bb152661,
AUTHOR = "Wang, P.J. and Zhang, S. and Chen, R.R. and Chen, J. and Fan, Y.F. and Ning, L. and Cao, Y.F.",
TITLE = "Regularized evidential neural networks for deep active learning",
JOURNAL = PR,
VOLUME = "173",
YEAR = "2026",
PAGES = "112836",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148575"}
@article{bb152662,
AUTHOR = "Lindsey, M. and Kubala, F. and Stern, R.M.",
TITLE = "The Value of Corrective Feedback in the Online Active Learning
Paradigm",
JOURNAL = PAMI,
VOLUME = "48",
YEAR = "2026",
NUMBER = "3",
MONTH = "March",
PAGES = "3885-3898",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148576"}
@article{bb152663,
AUTHOR = "Wan, T.J. and Gao, Z.J. and Gong, X.D. and Feng, D.W. and Zhang, X.X. and Ding, B. and Wang, Y.J. and Wang, H. and Xu, K.",
TITLE = "Dynamic Confidence Variance for Generalized Coreset in Active
Learning",
JOURNAL = CirSysVideo,
VOLUME = "36",
YEAR = "2026",
NUMBER = "3",
MONTH = "March",
PAGES = "3231-3245",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148577"}
@article{bb152664,
AUTHOR = "Mohan, H.M. and Manjunath, M. and Arya, V. and Basha, S.H.S. and Cheekatla, N.",
TITLE = "Are Candidate Models Really Needed for Active Learning?",
JOURNAL = CVIU,
VOLUME = "269",
YEAR = "2026",
PAGES = "104809",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148578"}
@article{bb152665,
AUTHOR = "Yu, L. and Li, J. and Plaza, A. and Zhuo, L.",
TITLE = "Multi-Scale Meets Active Learning: A Deep Graph Fusion Paradigm for
Hyperspectral Image Classification",
JOURNAL = IP,
VOLUME = "35",
YEAR = "2026",
PAGES = "8619-8634",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148579"}
@inproceedings{bb152666,
AUTHOR = "Yu, L. and Li, J. and Zhuo, L.",
TITLE = "MSSPG-AL: Few-Shot Hyperspectral Image Classification with Active
Learning Updated Multi-Scale Superpixel Graph Fusion",
BOOKTITLE = ICIP24,
YEAR = "2024",
PAGES = "862-867",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148580"}
@article{bb152667,
AUTHOR = "Andrianarisoa, N. and Ancellin, M. and Laurent, V.",
TITLE = "An Active Learning Method Based on Bagging and Applied to Surrogate
Modelling",
JOURNAL = IPOL,
VOLUME = "16",
YEAR = "2026",
PAGES = "190-198",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148581"}
@inproceedings{bb152668,
AUTHOR = "Qiu, J. and Wilm, F. and Ottl, M. and Utz, J. and Schlereth, M. and Schillinger, M. and Aubreville, M. and Breininger, K.",
TITLE = "Decomposition Sampling for Efficient Region Annotations in Active
Learning",
BOOKTITLE = WACV26,
YEAR = "2026",
PAGES = "4160-4169",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148582"}
@inproceedings{bb152669,
AUTHOR = "Kovalenko, M. and Eisert, P. and Hilsmann, A. and Bosse, S.",
TITLE = "Batch-Aware Active Learning for Object Detection",
BOOKTITLE = ICIP25,
YEAR = "2025",
PAGES = "534-539",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148583"}
@inproceedings{bb152670,
AUTHOR = "Yin, T.X. and Liu, N.Z. and Sun, H.",
TITLE = "Towards Cost-Effective Learning: A Synergy of Semi-Supervised and
Active Learning",
BOOKTITLE = CVPR25,
YEAR = "2025",
PAGES = "10163-10172",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148584"}
@inproceedings{bb152671,
AUTHOR = "Matsuo, S. and Togashi, R. and Bise, R. and Uchida, S. and Nomura, M.",
TITLE = "Instance-wise Supervision-level Optimization in Active Learning",
BOOKTITLE = CVPR25,
YEAR = "2025",
PAGES = "4939-4947",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148585"}
@inproceedings{bb152672,
AUTHOR = "Wang, J. and Zhao, N.",
TITLE = "Uncertainty Meets Diversity: A Comprehensive Active Learning
Framework for Indoor 3D Object Detection",
BOOKTITLE = CVPR25,
YEAR = "2025",
PAGES = "20329-20339",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148586"}
@inproceedings{bb152673,
AUTHOR = "Evans, T. and Pathak, S. and Merzic, H. and Schwarz, J. and Tanno, R. and Henaff, O.J.",
TITLE = "Bad Students Make Great Teachers: Active Learning Accelerates
Large-scale Visual Understanding",
BOOKTITLE = ECCV24,
YEAR = "2024",
PAGES = "XVII: 264-280",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148587"}
@inproceedings{bb152674,
AUTHOR = "Bae, W. and Noh, J. and Sutherland, D.J.",
TITLE = "Generalized Coverage for More Robust Low-budget Active Learning",
BOOKTITLE = ECCV24,
YEAR = "2024",
PAGES = "LXXXIII: 318-334",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148588"}
@inproceedings{bb152675,
AUTHOR = "Zhang, Z.P. and Ma, W.T. and Yuan, X.H. and Hao, Y. and Guo, M. and Tang, H.Y. and Zhou, Z.H. and Yao, Z.J.",
TITLE = "Instance-Aware Uncertainty for Active Learning in Object Detection",
BOOKTITLE = ICIP24,
YEAR = "2024",
PAGES = "298-304",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148589"}
@inproceedings{bb152676,
AUTHOR = "Yang, C. and Huang, L.C. and Crowley, E.J.",
TITLE = "Plug and Play Active Learning for Object Detection",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "17784-17793",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148590"}
@inproceedings{bb152677,
AUTHOR = "Duan, R.X. and Caffo, B. and Bai, H.X. and Sair, H.I. and Jones, C.",
TITLE = "Evidential Uncertainty Quantification: A Variance-Based Perspective",
BOOKTITLE = WACV24,
YEAR = "2024",
PAGES = "2121-2130",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148591"}
@inproceedings{bb152678,
AUTHOR = "Kanebako, Y.",
TITLE = "Critical Gap Between Generalization Error and Empirical Error in
Active Learning",
BOOKTITLE = WACV24,
YEAR = "2024",
PAGES = "2759-2767",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148592"}
@inproceedings{bb152679,
AUTHOR = "Beck, N. and Killamsetty, K. and Kothawade, S. and Iyer, R.",
TITLE = "Beyond Active Learning: Leveraging the Full Potential of Human
Interaction via Auto-Labeling, Human Correction, and Human
Verification",
BOOKTITLE = WACV24,
YEAR = "2024",
PAGES = "2869-2877",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148593"}
@inproceedings{bb152680,
AUTHOR = "Stojnic, V. and Laskar, Z. and Tolias, G.",
TITLE = "Training Ensembles with Inliers and Outliers for Semi-supervised
Active Learning",
BOOKTITLE = WACV24,
YEAR = "2024",
PAGES = "259-268",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148594"}
@inproceedings{bb152681,
AUTHOR = "Yu, F.G. and Qian, Y.M. and Gil Ureta, F. and Jackson, B. and Bennett, E. and Zhang, H.",
TITLE = "HAL3D: Hierarchical Active Learning for Fine-Grained 3D Part Labeling",
BOOKTITLE = ICCV23,
YEAR = "2023",
PAGES = "865-875",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148595"}
@inproceedings{bb152682,
AUTHOR = "Kye, S.M. and Choi, K. and Byun, H. and Chang, B.",
TITLE = "TiDAL: Learning Training Dynamics for Active Learning",
BOOKTITLE = ICCV23,
YEAR = "2023",
PAGES = "22278-22288",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148596"}
@inproceedings{bb152683,
AUTHOR = "Hekimoglu, A. and Schmidt, M. and Marcos Ramiro, A.",
TITLE = "Active Learning with Task Consistency and Diversity in Multi-Task
Networks",
BOOKTITLE = WACV24,
YEAR = "2024",
PAGES = "2491-2500",
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@inproceedings{bb152684,
AUTHOR = "Hekimoglu, A. and Friedrich, P. and Zimmer, W. and Schmidt, M. and Marcos Ramiro, A. and Knoll, A.",
TITLE = "Multi-Task Consistency for Active Learning",
BOOKTITLE = VCL23,
YEAR = "2023",
PAGES = "3407-3416",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148598"}
@inproceedings{bb152685,
AUTHOR = "Wu, T.H. and Su, H.T. and Chen, S.T. and Hsu, W.H.",
TITLE = "Fair Robust Active Learning by Joint Inconsistency",
BOOKTITLE = AROW23,
YEAR = "2023",
PAGES = "3624-3633",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148599"}
@inproceedings{bb152686,
AUTHOR = "Cruz, R.P.M. and Shihavuddin, A.S.M. and Maruf, M.H. and Cardoso, J.S.",
TITLE = "Active Supervision: Human in the Loop",
BOOKTITLE = CIARP23,
YEAR = "2023",
PAGES = "I:540-551",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148600"}
@inproceedings{bb152687,
AUTHOR = "Li, J.N. and Du, Y. and Du, L.",
TITLE = "Siamese Network Representation for Active Learning",
BOOKTITLE = ICIP23,
YEAR = "2023",
PAGES = "131-135",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148601"}
@inproceedings{bb152688,
AUTHOR = "Su, G.L. and Wu, Z.Q. and Ye, Y.J. and Chen, M. and Zhou, J.",
TITLE = "Cost-Efficient Multi-Instance Multi-Label Active Learning Via
Correlation of Features",
BOOKTITLE = ICIP23,
YEAR = "2023",
PAGES = "410-414",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148602"}
@inproceedings{bb152689,
AUTHOR = "Ye, Y.J. and Wu, Z.Q. and Su, G.L. and Zhou, J.",
TITLE = "Task-Aware Graph Convolutional Network for Active Learning",
BOOKTITLE = ICIP23,
YEAR = "2023",
PAGES = "495-499",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148603"}
@inproceedings{bb152690,
AUTHOR = "Liu, Y. and Pang, Y.L. and Zhang, W.D.",
TITLE = "Deep Active Learning Based on Saliency-Guided Data Augmentation for
Image Classification",
BOOKTITLE = ICIP23,
YEAR = "2023",
PAGES = "815-819",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148604"}
@inproceedings{bb152691,
AUTHOR = "Rana, A.J. and Rawat, Y.S.",
TITLE = "Hybrid Active Learning via Deep Clustering for Video Action Detection",
BOOKTITLE = CVPR23,
YEAR = "2023",
PAGES = "18867-18877",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148605"}
@inproceedings{bb152692,
AUTHOR = "Ji, W. and Liang, R.J. and Zheng, Z.D. and Zhang, W.Q. and Zhang, S.Y. and Li, J.C. and Li, M.Z. and Chua, T.S.",
TITLE = "Are Binary Annotations Sufficient? Video Moment Retrieval via
Hierarchical Uncertainty-based Active Learning",
BOOKTITLE = CVPR23,
YEAR = "2023",
PAGES = "23013-23022",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148606"}
@inproceedings{bb152693,
AUTHOR = "Kim, S.M. and Bae, S. and Song, H. and Yun, S.Y.",
TITLE = "Re-Thinking Federated Active Learning Based on Inter-Class Diversity",
BOOKTITLE = CVPR23,
YEAR = "2023",
PAGES = "3944-3953",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148607"}
@inproceedings{bb152694,
AUTHOR = "Mohamadi, S. and Doretto, G. and Adjeroh, D.A.",
TITLE = "Deep Active Ensemble Sampling for Image Classification",
BOOKTITLE = ACCV22,
YEAR = "2022",
PAGES = "VII:713-729",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148608"}
@inproceedings{bb152695,
AUTHOR = "Frick, T. and Antognini, D. and Rigotti, M. and Giurgiu, I. and Grewe, B. and Malossi, C.",
TITLE = "Active Learning for Imbalanced Civil Infrastructure Data",
BOOKTITLE = CVCivil22,
YEAR = "2022",
PAGES = "283-298",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148609"}
@inproceedings{bb152696,
AUTHOR = "Buchert, F. and Navab, N. and Kim, S.T.",
TITLE = "Exploiting Diversity of Unlabeled Data for Label-Efficient
Semi-Supervised Active Learning",
BOOKTITLE = "ICPR22",
YEAR = "2022",
PAGES = "2063-2069",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148610"}
@inproceedings{bb152697,
AUTHOR = "Baik, J.S. and Yoon, I.Y. and Choi, J.W.",
TITLE = "ST-Conal: Consistency-based Acquisition Criterion Using Temporal
Self-ensemble for Active Learning",
BOOKTITLE = ACCV22,
YEAR = "2022",
PAGES = "VI:493-509",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148611"}
@inproceedings{bb152698,
AUTHOR = "Flesca, S. and Mandaglio, D. and Scala, F. and Tagarelli, A.",
TITLE = "Learning to Active Learn by Gradient Variation based on Instance
Importance",
BOOKTITLE = "ICPR22",
YEAR = "2022",
PAGES = "2224-2230",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148612"}
@inproceedings{bb152699,
AUTHOR = "Chen, Z.Z. and Zhang, J. and Wang, P. and Chen, J. and Li, J.Q.",
TITLE = "When Active Learning Meets Implicit Semantic Data Augmentation",
BOOKTITLE = ECCV22,
YEAR = "2022",
PAGES = "XXV:56-72",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT148613"}
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