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        TITLE = "DDBN: Dual detection branch network for semantic diversity
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        TITLE = "Semi-Autonomous Learning Algorithm for Remote Image Object Detection
Based on Aggregation Area Instance Refinement",
        JOURNAL = RS,
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        YEAR = "2021",
        NUMBER = "24",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern644.html#TT153980"}

@article{bb158102,
        AUTHOR = "Luo, D.P. and Lei, S.Y. and Guo, P. and Gao, C.X. and Chen, Y. and Li, J.S. and Wei, L.S.",
        TITLE = "Learning scene-specific object detectors based on a
generative-discriminative model with minimal supervision",
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        YEAR = "2022",
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        TITLE = "Scale-Aware Automatic Augmentations for Object Detection With Dynamic
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        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "2367-2383",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern644.html#TT153982"}

@article{bb158104,
        AUTHOR = "Zhang, L. and Yang, X. and Qi, L. and Zeng, S.F. and Liu, Z.Y.",
        TITLE = "Incremental Few-Shot Object Detection with Scale- and
Centerness-Aware Weight Generation",
        JOURNAL = CVIU,
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        AUTHOR = "Chen, Y.K. and Li, Y.W. and Kong, T. and Qi, L. and Chu, R.H. and Li, L. and Jia, J.Y.",
        TITLE = "Scale-aware Automatic Augmentation for Object Detection",
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        YEAR = "2021",
        PAGES = "9558-9567",
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@article{bb158106,
        AUTHOR = "Peng, C. and Zhao, K. and Maksoud, S. and Wang, T.R. and Lovell, B.C.",
        TITLE = "DIODE: Dilatable Incremental Object Detection",
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        TITLE = "Multiscale features integration based multiple-in-single-out network
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@inproceedings{bb158108,
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        TITLE = "Optimizing Object Detection Models via Active Learning",
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        YEAR = "2023",
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@article{bb158109,
        AUTHOR = "Li, Y. and Fang, Y.Q. and Li, W. and Jiang, B. and Wang, S.J. and Li, Z.",
        TITLE = "Learning Adversarially Robust Object Detector with Consistency
Regularization in Remote Sensing Images",
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        TITLE = "Bayesian Detector Combination for Object Detection with Crowdsourced
Annotations",
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@inproceedings{bb158112,
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        YEAR = "2024",
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        AUTHOR = "Yavuz, F. and Cam, B.C. and Dogan, A.H. and Oksuz, K. and Akbas, E. and Kalkan, S.",
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@inproceedings{bb158114,
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@inproceedings{bb158115,
        AUTHOR = "Song, C.H. and Yoon, J.Y. and Hwang, T. and Choi, S. and Gu, Y.H. and Avrithis, Y.",
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        AUTHOR = "Sakuma, Y. and Ishii, M. and Narihira, T.",
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@inproceedings{bb158117,
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@inproceedings{bb158118,
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@inproceedings{bb158119,
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@inproceedings{bb158120,
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@inproceedings{bb158121,
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@inproceedings{bb158124,
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        PAGES = "7969-7984",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154039"}

@article{bb158162,
        AUTHOR = "Gao, Y. and Sun, X.J. and Liu, C.",
        TITLE = "A General Self-Supervised Framework for Remote Sensing Image
Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "19",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154040"}

@article{bb158163,
        AUTHOR = "Chen, X.L. and Zhu, G.B. and Liu, M.Q.",
        TITLE = "Remote Sensing Image Scene Classification with Self-Supervised
Learning Based on Partially Unlabeled Datasets",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "22",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154041"}

@article{bb158164,
        AUTHOR = "Calhoun, Z.D. and Lahrichi, S. and Ren, S. and Malof, J.M. and Bradbury, K.",
        TITLE = "Self-Supervised Encoders Are Better Transfer Learners in Remote
Sensing Applications",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "21",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154042"}

@article{bb158165,
        AUTHOR = "Li, S. and Liu, F. and Hao, Z. and Jiao, L.C. and Liu, X. and Guo, Y.W.",
        TITLE = "MinEnt: Minimum entropy for self-supervised representation learning",
        JOURNAL = PR,
        VOLUME = "138",
        YEAR = "2023",
        PAGES = "109364",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154043"}

@article{bb158166,
        AUTHOR = "Wang, H.X. and Lu, N. and Luo, H. and Liu, Q.Y.",
        TITLE = "Self-supervised clustering with assistance from off-the-shelf
classifier",
        JOURNAL = PR,
        VOLUME = "138",
        YEAR = "2023",
        PAGES = "109350",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154044"}

@article{bb158167,
        AUTHOR = "Cheng, H.Y. and Li, H.L. and Qiu, H.Q. and Wu, Q.B. and Zhang, X.L. and Meng, F.M. and Ngan, K.N.",
        TITLE = "Unsupervised Visual Representation Learning via Multi-Dimensional
Relationship Alignment",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "1613-1626",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154045"}

@article{bb158168,
        AUTHOR = "Alfaro Contreras, M. and Rios Vila, A. and Valero Mas, J.J. and Calvo Zaragoza, J.",
        TITLE = "Few-shot symbol classification via self-supervised learning and
nearest neighbor",
        JOURNAL = PRL,
        VOLUME = "167",
        YEAR = "2023",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154046"}

@article{bb158169,
        AUTHOR = "Qin, Y. and Ye, Y.X. and Zhao, Y. and Wu, J.Z. and Zhang, H. and Cheng, K. and Li, K.",
        TITLE = "Nearest Neighboring Self-Supervised Learning for Hyperspectral Image
Classification",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "6",
        PAGES = "1713",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154047"}

@article{bb158170,
        AUTHOR = "Ye, F. and Bors, A.G.",
        TITLE = "Dynamic Self-Supervised Teacher-Student Network Learning",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "5731-5748",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154048"}

@article{bb158171,
        AUTHOR = "Wang, J.T. and Xu, Z.W. and Yang, X.W. and Guo, D.J. and Liu, L.M.",
        TITLE = "Self-supervised image clustering from multiple incomplete views via
constrastive complementary generation",
        JOURNAL = IET-CV,
        VOLUME = "17",
        YEAR = "2023",
        NUMBER = "2",
        PAGES = "189-202",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154049"}

@article{bb158172,
        AUTHOR = "Wang, J.T. and Xu, Z.W. and Yang, X.W. and Li, H.L. and Li, B. and Meng, X.Y.",
        TITLE = "Self-Supervised Multi-View Clustering in Computer Vision: A Survey",
        JOURNAL = IET-CV,
        VOLUME = "18",
        YEAR = "2024",
        NUMBER = "6",
        PAGES = "709-734",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154050"}

@article{bb158173,
        AUTHOR = "Wang, F. and Kong, T. and Zhang, R. and Liu, H.P. and Li, H.",
        TITLE = "Self-Supervised Learning by Estimating Twin Class Distribution",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "2228-2236",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154051"}

@article{bb158174,
        AUTHOR = "Zhao, W. and Li, C.Y. and Zhang, W.D. and Yang, L. and Zhuang, P.X. and Li, L.Q. and Fan, K. and Yang, H.H.",
        TITLE = "Embedding Global Contrastive and Local Location in Self-Supervised
Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2275-2289",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154052"}

@article{bb158175,
        AUTHOR = "Ge, J. and Liu, Y.X. and Gui, J. and Fang, L.T. and Lin, M. and Kwok, J.T.Y. and Huang, L.G. and Luo, B.",
        TITLE = "Learning the Relation Between Similarity Loss and Clustering Loss in
Self-Supervised Learning",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "3442-3454",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154053"}

@article{bb158176,
        AUTHOR = "Peng, Z.H. and Liu, H. and Jia, Y.H. and Hou, J.H.",
        TITLE = "Deep Attention-Guided Graph Clustering With Dual Self-Supervision",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "3296-3307",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154054"}

@article{bb158177,
        AUTHOR = "Zhang, X. and Han, L.X.",
        TITLE = "A Generic Self-Supervised Learning (SSL) Framework for Representation
Learning from Spectral-Spatial Features of Unlabeled Remote Sensing
Imagery",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "21",
        PAGES = "5238",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154055"}

@article{bb158178,
        AUTHOR = "Xu, G.Z. and Jiang, X. and Li, X.T. and Zhang, Z. and Liu, X.Z.",
        TITLE = "Exploring Self-Supervised Learning for Multi-Modal Remote Sensing
Pre-Training via Asymmetric Attention Fusion",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "24",
        PAGES = "5682",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154056"}

@article{bb158179,
        AUTHOR = "Yan, Z.C. and An, Y.X. and Xue, H.",
        TITLE = "Reinforced Self-Supervised Training for Few-Shot Learning",
        JOURNAL = SPLetters,
        VOLUME = "31",
        YEAR = "2024",
        PAGES = "731-735",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154057"}

@article{bb158180,
        AUTHOR = "An, Y.X. and Xue, H. and Zhao, X.Y.",
        TITLE = "Conditional Self-Supervised Learning for Few-Shot Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "36",
        YEAR = "2026",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "9794-9807",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154058"}

@article{bb158181,
        AUTHOR = "Ma, M.R. and Ma, W.P. and Jiao, L.C. and Liu, X. and Liu, F. and Li, L.L. and Yang, S.Y.",
        TITLE = "MBSI-Net: Multimodal Balanced Self-Learning Interaction Network for
Image Classification",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "3819-3833",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154059"}

@article{bb158182,
        AUTHOR = "Zhang, C. and Yang, Y.C. and Zheng, H. and Huang, Y.W. and Zheng, Y.F. and Gu, Y.",
        TITLE = "Affine Collaborative Normalization: A shortcut for adaptation in
medical image analysis",
        JOURNAL = PR,
        VOLUME = "153",
        YEAR = "2024",
        PAGES = "110528",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154060"}

@article{bb158183,
        AUTHOR = "Wen, L.J. and Wang, X.S. and Liu, J.Z. and Xu, Z.L.",
        TITLE = "MVEB: Self-Supervised Learning With Multi-View Entropy Bottleneck",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "6097-6108",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154061"}

@article{bb158184,
        AUTHOR = "Park, C. and Kim, E.",
        TITLE = "Self-supervised learning with automatic data augmentation for
enhancing representation",
        JOURNAL = PRL,
        VOLUME = "184",
        YEAR = "2024",
        PAGES = "133-139",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154062"}

@article{bb158185,
        AUTHOR = "Yi, L. and Lv, D. and Liu, D.H. and Li, S. and Liu, R.",
        TITLE = "Self-Training-Transductive-Learning Broad Learning System (STTL-BLS):
A model for effective and efficient image classification",
        JOURNAL = PR,
        VOLUME = "156",
        YEAR = "2024",
        PAGES = "110747",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154063"}

@article{bb158186,
        AUTHOR = "Zhao, W. and Yang, L. and Zhang, W.D. and Tian, Y.Q. and Jia, W.H. and Li, W. and Yang, M. and Pan, X.P. and Yang, H.H.",
        TITLE = "Learning What and Where to Learn: A New Perspective on
Self-Supervised Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "6620-6633",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154064"}

@article{bb158187,
        AUTHOR = "Shenoy, J. and Zhang, X.J.D. and Tao, B. and Mehrotra, S. and Yang, R. and Zhao, H. and Vasisht, D.",
        TITLE = "Self-Supervised Learning across the Spectrum",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "18",
        PAGES = "3470",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154065"}

@article{bb158188,
        AUTHOR = "Zheng, M.K. and You, S. and Wang, F. and Qian, C. and Zhang, C.S. and Wang, X.G. and Xu, C.",
        TITLE = "Weak Augmentation Guided Relational Self-Supervised Learning",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "8502-8516",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154066"}

@article{bb158189,
        AUTHOR = "Gui, J. and Chen, T. and Zhang, J. and Cao, Q. and Sun, Z.A. and Luo, H. and Tao, D.C.",
        TITLE = "A Survey on Self-Supervised Learning: Algorithms, Applications, and
Future Trends",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "9052-9071",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154067"}

@article{bb158190,
        AUTHOR = "Huang, L. and Ni, Y.H. and Weng, X. and Anwer, R.M. and Khan, S. and Yang, M.H. and Khan, F.S.",
        TITLE = "Understanding Whitening Loss in Self-Supervised Learning",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "9479-9492",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154068"}

@article{bb158191,
        AUTHOR = "Lin, C.X. and Xu, W.J. and Zhu, J. and Nie, Y.W. and Cai, R.C. and Xu, X.M.",
        TITLE = "PatchMixing Masked Autoencoders for 3D Point Cloud Self-Supervised
Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "9882-9897",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154069"}

@article{bb158192,
        AUTHOR = "Mei, J.P. and Wang, S.X. and Yu, M.",
        TITLE = "Self-supervised learning from images:
No negative pairs, no cluster-balancing",
        JOURNAL = PR,
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        YEAR = "2025",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154070"}

@article{bb158193,
        AUTHOR = "Feng, Z.Z. and Zhang, S.L.",
        TITLE = "Evolved Hierarchical Masking for Self-Supervised Learning",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1013-1027",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154071"}

@inproceedings{bb158194,
        AUTHOR = "Feng, Z.Z. and Zhang, S.L.",
        TITLE = "Evolved Part Masking for Self-Supervised Learning",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "10386-10395",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154072"}

@article{bb158195,
        AUTHOR = "Qiang, W.W. and Song, Z. and Gu, Z.Y. and Li, J.M. and Zheng, C.W. and Sun, F.C. and Xiong, H.",
        TITLE = "On the Generalization and Causal Explanation in Self-Supervised
Learning",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1727-1754",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154073"}

@article{bb158196,
        AUTHOR = "Li, J.M. and Zang, Z.H. and Ji, Q.R. and Sun, C.X. and Qiang, W.W. and Zhang, J. and Zheng, C.W. and Sun, F.C. and Xiong, H.",
        TITLE = "Rethinking Generalizability and Discriminability of Self-Supervised
Learning from Evolutionary Game Theory Perspective",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "3542-3567",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154074"}

@article{bb158197,
        AUTHOR = "Nandam, S.R. and Atito, S. and Feng, Z.H. and Kittler, J.V. and Awais, M.",
        TITLE = "Investigating Self-Supervised Methods for Label-Efficient Learning",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "4522-4537",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154075"}

@article{bb158198,
        AUTHOR = "Awais, M. and Kittler, J.V. and Feng, Z.H. and Atito, S. and Nandam, S.R.",
        TITLE = "Investigating Self-Supervised Methods for Label-Efficient Learning",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "6638-6638",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154075"}

@inproceedings{bb158199,
        AUTHOR = "Atito, S. and Awais, M. and Nandam, S.R. and Kittler, J.V.",
        TITLE = "GMML is All You Need",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern645self2.html#TT154076"}