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@inproceedings{bb149001,
AUTHOR = "Aljundi, R. and Chakravarty, P. and Tuytelaars, T.",
TITLE = "Expert Gate: Lifelong Learning with a Network of Experts",
BOOKTITLE = CVPR17,
YEAR = "2017",
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@inproceedings{bb149002,
AUTHOR = "Rannen, A. and Aljundi, R. and Blaschko, M.B. and Tuytelaars, T.",
TITLE = "Encoder Based Lifelong Learning",
BOOKTITLE = ICCV17,
YEAR = "2017",
PAGES = "1329-1337",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617life5.html#TT144933"}
@inproceedings{bb149003,
AUTHOR = "Aljundi, R. and Babiloni, F. and Elhoseiny, M. and Rohrbach, M. and Tuytelaars, T.",
TITLE = "Memory Aware Synapses: Learning What (not) to Forget",
BOOKTITLE = ECCV18,
YEAR = "2018",
PAGES = "III: 144-161",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617life5.html#TT144934"}
@article{bb149004,
AUTHOR = "Wang, G.X. and Ren, P.",
TITLE = "Hyperspectral Image Classification with Feature-Oriented Adversarial
Active Learning",
JOURNAL = RS,
VOLUME = "12",
YEAR = "2020",
NUMBER = "23",
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144935"}
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AUTHOR = "Berger, K. and Caicedo, J.P.R. and Martino, L. and Wocher, M. and Hank, T. and Verrelst, J.",
TITLE = "A Survey of Active Learning for Quantifying Vegetation Traits from
Terrestrial Earth Observation Data",
JOURNAL = RS,
VOLUME = "13",
YEAR = "2021",
NUMBER = "2",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144936"}
@article{bb149006,
AUTHOR = "Gweon, H. and Yu, H.",
TITLE = "A nearest neighbor-based active learning method and its application
to time series classification",
JOURNAL = PRL,
VOLUME = "146",
YEAR = "2021",
PAGES = "230-236",
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AUTHOR = "Fonseca, J. and Douzas, G. and Bacao, F.",
TITLE = "Increasing the Effectiveness of Active Learning: Introducing
Artificial Data Generation in Active Learning for Land Use/Land Cover
Classification",
JOURNAL = RS,
VOLUME = "13",
YEAR = "2021",
NUMBER = "13",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144938"}
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AUTHOR = "Li, C.S. and Li, R.Q. and Yuan, Y. and Wang, G.R. and Xu, D.",
TITLE = "Deep Unsupervised Active Learning via Matrix Sketching",
JOURNAL = IP,
VOLUME = "30",
YEAR = "2021",
PAGES = "9280-9293",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144939"}
@article{bb149009,
AUTHOR = "Wu, D.R. and Huang, J.",
TITLE = "Affect Estimation in 3D Space Using Multi-Task Active Learning for
Regression",
JOURNAL = AffCom,
VOLUME = "13",
YEAR = "2022",
NUMBER = "1",
MONTH = "January",
PAGES = "16-27",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144940"}
@article{bb149010,
AUTHOR = "Li, C.S. and Ma, H.D. and Yuan, Y. and Wang, G.R. and Xu, D.",
TITLE = "Structure Guided Deep Neural Network for Unsupervised Active Learning",
JOURNAL = IP,
VOLUME = "31",
YEAR = "2022",
NUMBER = "2022",
PAGES = "2767-2781",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144941"}
@article{bb149011,
AUTHOR = "Korycki, L. and Krawczyk, B.",
TITLE = "Instance exploitation for learning temporary concepts from sparsely
labeled drifting data streams",
JOURNAL = PR,
VOLUME = "129",
YEAR = "2022",
PAGES = "108749",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144942"}
@inproceedings{bb149012,
AUTHOR = "Korycki, L. and Krawczyk, B.",
TITLE = "Class-Incremental Experience Replay for Continual Learning under
Concept Drift",
BOOKTITLE = OmniCV21,
YEAR = "2021",
PAGES = "3644-3653",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144943"}
@article{bb149013,
AUTHOR = "Shen, Y. and Song, Y.H. and Wu, C.H. and Kuo, C.C.J.",
TITLE = "TBAL: Two-stage batch-mode active learning for image classification",
JOURNAL = SP:IC,
VOLUME = "106",
YEAR = "2022",
PAGES = "116731",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144944"}
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AUTHOR = "Yang, Y.Z. and Loog, M.",
TITLE = "To Actively Initialize Active Learning",
JOURNAL = PR,
VOLUME = "131",
YEAR = "2022",
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AUTHOR = "Kocanaogullari, A. and Akcakaya, M. and Erdogmus, D.",
TITLE = "Stopping Criterion Design for Recursive Bayesian Classification:
Analysis and Decision Geometry",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "9",
MONTH = "September",
PAGES = "5590-5601",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144946"}
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AUTHOR = "Chen, X. and Wujek, B.",
TITLE = "A Unified Framework for Automatic Distributed Active Learning",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "12",
MONTH = "December",
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144947"}
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AUTHOR = "Du, P. and Chen, H. and Zhao, S. and Chai, S.W. and Chen, H. and Li, C.P.",
TITLE = "Contrastive Active Learning Under Class Distribution Mismatch",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "4",
MONTH = "April",
PAGES = "4260-4273",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144948"}
@inproceedings{bb149018,
AUTHOR = "Du, P. and Zhao, S. and Chen, H. and Chai, S.W. and Chen, H. and Li, C.P.",
TITLE = "Contrastive Coding for Active Learning under Class Distribution
Mismatch",
BOOKTITLE = ICCV21,
YEAR = "2021",
PAGES = "8907-8916",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144949"}
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AUTHOR = "Guo, J.F. and Pang, Z.Q. and Bai, M.Y. and Xiao, Y.B. and Zhang, J.",
TITLE = "Independency-enhancing adversarial active learning",
JOURNAL = IET-IPR,
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YEAR = "2023",
NUMBER = "5",
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144950"}
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AUTHOR = "Wang, Z.M. and Chen, Z.X. and Du, B.",
TITLE = "Active Learning With Co-Auxiliary Learning and Multi-Level Diversity
for Image Classification",
JOURNAL = CirSysVideo,
VOLUME = "33",
YEAR = "2023",
NUMBER = "8",
MONTH = "August",
PAGES = "3899-3911",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144951"}
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AUTHOR = "Shoham, N. and Avron, H.",
TITLE = "Experimental Design for Overparameterized Learning With Application
to Single Shot Deep Active Learning",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "10",
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PAGES = "11766-11777",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144952"}
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AUTHOR = "Wang, M. and Wen, T. and Jiang, X.Y. and Zhang, A.A.",
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AUTHOR = "Li, W.W. and Qian, W. and Chen, L. and Jia, X.",
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AUTHOR = "Tan, W. and Du, L. and Buntine, W.",
TITLE = "Bayesian Estimate of Mean Proper Scores for Diversity-Enhanced Active
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JOURNAL = PAMI,
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144955"}
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AUTHOR = "Han, Y.C. and Liu, D.J. and Shang, J.X. and Zheng, L. and Zhong, J. and Cao, W.W. and Sun, H. and Xie, W.",
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TITLE = "Say No to Redundant Information: Unsupervised Redundant Feature
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VOLUME = "26",
YEAR = "2024",
PAGES = "7721-7733",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144958"}
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AUTHOR = "Lee, J. and Kim, E.",
TITLE = "Active Learning With Long-Range Observation",
JOURNAL = SPLetters,
VOLUME = "31",
YEAR = "2024",
PAGES = "1990-1994",
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AUTHOR = "Zhang, B.C. and Li, L. and Zha, Z.J. and Luo, J.B. and Huang, Q.M.",
TITLE = "Downstream-Pretext Domain Knowledge Traceback for Active Learning",
JOURNAL = MultMed,
VOLUME = "26",
YEAR = "2024",
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JOURNAL = PR,
VOLUME = "162",
YEAR = "2025",
PAGES = "111403",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144962"}
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AUTHOR = "Zhou, H. and Yin, H.P. and Wang, B. and Liao, C.L.",
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A non-parametric model",
JOURNAL = PR,
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TITLE = "Active Learning for Object Detection With Vectorized Dual Pseudo Loss
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JOURNAL = Cyber,
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PAGES = "4427-4440",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144964"}
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AUTHOR = "Gashi, E. and Deng, J.K. and Elezi, I.",
TITLE = "Deep active learning: A reality check",
JOURNAL = PRL,
VOLUME = "197",
YEAR = "2025",
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AUTHOR = "Huang, S.J. and Li, Y. and Tang, Y.P.",
TITLE = "Active Learning for Multiple Target Models",
JOURNAL = PAMI,
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YEAR = "2026",
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AUTHOR = "Fang, Q. and Xu, X.",
TITLE = "AdaPL: Adaptive Pseudo Labeling for deep active learning in image
classification",
JOURNAL = PRL,
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YEAR = "2026",
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AUTHOR = "Li, Y.C. and Xie, Z.T. and Zhong, H.W. and Gao, G.",
TITLE = "Noise-tolerant scheme and explicit regularizer for deep active
learning with noisy oracles",
JOURNAL = PR,
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YEAR = "2026",
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AUTHOR = "Ning, K.P. and Ke, H.J. and Yao, J.Y. and Liu, Y.Y. and Tian, Y.H. and Yuan, L.",
TITLE = "Evidence Conflict Sampling for Open-set Active Learning",
JOURNAL = IJCV,
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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.",
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AUTHOR = "Lindsey, M. and Kubala, F. and Stern, R.M.",
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Paradigm",
JOURNAL = PAMI,
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144971"}
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144972"}
@inproceedings{bb149042,
AUTHOR = "Kovalenko, M. and Eisert, P. and Hilsmann, A. and Bosse, S.",
TITLE = "Batch-Aware Active Learning for Object Detection",
BOOKTITLE = ICIP25,
YEAR = "2025",
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617acle4.html#TT144973"}
@inproceedings{bb149043,
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#TT144974"}
@inproceedings{bb149044,
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,
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@inproceedings{bb149045,
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",
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@inproceedings{bb149046,
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",
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@inproceedings{bb149047,
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",
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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#TT144979"}
@inproceedings{bb149049,
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.",
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BOOKTITLE = ICIP24,
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@inproceedings{bb149050,
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BOOKTITLE = CVPR24,
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@inproceedings{bb149051,
AUTHOR = "Duan, R.X. and Caffo, B. and Bai, H.X. and Sair, H.I. and Jones, C.",
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@inproceedings{bb149052,
AUTHOR = "Kanebako, Y.",
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Active Learning",
BOOKTITLE = WACV24,
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@inproceedings{bb149053,
AUTHOR = "Beck, N. and Killamsetty, K. and Kothawade, S. and Iyer, R.",
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Interaction via Auto-Labeling, Human Correction, and Human
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@inproceedings{bb149054,
AUTHOR = "Stojnic, V. and Laskar, Z. and Tolias, G.",
TITLE = "Training Ensembles with Inliers and Outliers for Semi-supervised
Active Learning",
BOOKTITLE = WACV24,
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@inproceedings{bb149055,
AUTHOR = "Yu, F.G. and Qian, Y.M. and Gil Ureta, F. and Jackson, B. and Bennett, E. and Zhang, H.",
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@inproceedings{bb149056,
AUTHOR = "Wang, Y.T. and Ilic, V. and Li, J. and Kisacanin, B. and Pavlovic, V.",
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BOOKTITLE = ICCV23,
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@inproceedings{bb149057,
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AUTHOR = "Hekimoglu, A. and Schmidt, M. and Marcos Ramiro, A.",
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@inproceedings{bb149059,
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BOOKTITLE = CIARP23,
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BOOKTITLE = ICIP23,
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AUTHOR = "Ye, Y.J. and Wu, Z.Q. and Su, G.L. and Zhou, J.",
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BOOKTITLE = ICIP23,
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Image Classification",
BOOKTITLE = ICIP23,
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BOOKTITLE = CVPR23,
YEAR = "2023",
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BOOKTITLE = CVPR23,
YEAR = "2023",
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AUTHOR = "Frick, T. and Antognini, D. and Rigotti, M. and Giurgiu, I. and Grewe, B. and Malossi, C.",
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AUTHOR = "Buchert, F. and Navab, N. and Kim, S.T.",
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Semi-Supervised Active Learning",
BOOKTITLE = "ICPR22",
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PAGES = "2063-2069",
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AUTHOR = "Baik, J.S. and Yoon, I.Y. and Choi, J.W.",
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PAGES = "VI:493-509",
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AUTHOR = "Flesca, S. and Mandaglio, D. and Scala, F. and Tagarelli, A.",
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AUTHOR = "Chen, Z.Z. and Zhang, J. and Wang, P. and Chen, J. and Li, J.Q.",
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BOOKTITLE = ECCV22,
YEAR = "2022",
PAGES = "XXV:56-72",
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BOOKTITLE = ECCV22,
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AUTHOR = "Kothawade, S. and Ghosh, S. and Shekhar, S. and Xiang, Y. and Iyer, R.",
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BOOKTITLE = L3D-IVU22,
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