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@inproceedings{bb145303,
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@inproceedings{bb145304,
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@inproceedings{bb145305,
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@inproceedings{bb145306,
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        BOOKTITLE = CVPR23,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141263"}

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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141264"}

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        NUMBER = "8",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141265"}

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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141266"}

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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141270"}

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        YEAR = "2025",
        PAGES = "3000-3012",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141271"}

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        AUTHOR = "Li, J.J. and Zhang, Z.Y. and Song, R. and Li, Y.S. and Du, Q.",
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        YEAR = "2024",
        PAGES = "840-855",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141272"}

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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141273"}

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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141274"}

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        TITLE = "Prototypical Cross-domain Self-supervised Learning for Few-shot
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        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "13829-13839",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141275"}

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        AUTHOR = "Xu, H. and Liu, L. and Liu, T.P. and Zhi, S.F. and Sun, S.Z. and Cheng, M.M.",
        TITLE = "Step-Wise Distribution-Aligned Style Prompt Tuning for Source-Free
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        YEAR = "2026",
        NUMBER = "2",
        MONTH = "February",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141276"}

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        NUMBER = "2",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141277"}

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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141278"}

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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141282"}

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        TITLE = "Modality-Collaborative Low-Rank Decomposers for Few-Shot Video Domain
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141284"}

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@inproceedings{bb145351,
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@inproceedings{bb145352,
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Cross-Domain Few-Shot Learning",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141295"}

@inproceedings{bb145355,
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        TITLE = "Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning",
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        PAGES = "23575-23584",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141296"}

@inproceedings{bb145356,
        AUTHOR = "Perera, R. and Halgamuge, S.",
        TITLE = "Discriminative Sample-Guided and Parameter-Efficient Feature Space
Adaptation for Cross-Domain Few-Shot Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "23794-23804",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141297"}

@inproceedings{bb145357,
        AUTHOR = "Xu, H. and Zhi, S.F. and Liu, L.",
        TITLE = "Cross-Domain Few-Shot Classification Via Inter-Source Stylization",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
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@inproceedings{bb145358,
        AUTHOR = "Ma, T.Y. and Sun, Y.F. and Yang, Z.X. and Yang, Y.",
        TITLE = "ProD: Prompting-to-disentangle Domain Knowledge for Cross-domain
Few-shot Image Classification",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "19754-19763",
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@inproceedings{bb145359,
        AUTHOR = "Ma, Y.X. and Li, F.Z.",
        TITLE = "Self-Challenging Mask for Cross-Domain Few-Shot Classification",
        BOOKTITLE = "ICPR22",
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@inproceedings{bb145360,
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        TITLE = "Adversarial Feature Augmentation for Cross-domain Few-Shot
Classification",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:20-37",
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@inproceedings{bb145361,
        AUTHOR = "Li, W.H. and Liu, X.L. and Bilen, H.",
        TITLE = "Cross-domain Few-shot Learning with Task-specific Adapters",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "7151-7160",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141302"}

@inproceedings{bb145362,
        AUTHOR = "Li, W.H. and Liu, X.L. and Bilen, H.",
        TITLE = "Universal Representation Learning from Multiple Domains for Few-shot
Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "9506-9515",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141303"}

@inproceedings{bb145363,
        AUTHOR = "Liu, Y.B. and Lee, J.H. and Zhu, L.C. and Chen, L. and Shi, H. and Yang, Y.",
        TITLE = "A Multi-Mode Modulator for Multi-Domain Few-Shot Classification",
        BOOKTITLE = ICCV21,
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        PAGES = "8433-8442",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141304"}

@inproceedings{bb145364,
        AUTHOR = "Liang, Z.Y. and Gu, Y. and Yang, J.",
        TITLE = "Hardmix: A Regularization Method to Mitigate the Large Shift in
Few-Shot Domain Adaptation",
        BOOKTITLE = ICIP21,
        YEAR = "2021",
        PAGES = "454-458",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141305"}

@inproceedings{bb145365,
        AUTHOR = "Sun, J. and Lapuschkin, S. and Samek, W. and Zhao, Y.Q. and Cheung, N.M. and Binder, A.",
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@inproceedings{bb145366,
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        TITLE = "Large-scale Cross-domain Few-shot Learning",
        BOOKTITLE = ACCV20,
        YEAR = "2020",
        PAGES = "III:474-491",
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@inproceedings{bb145367,
        AUTHOR = "Guo, Y.H. and Codella, N.C. and Karlinsky, L. and Codella, J.V. and Smith, J.R. and Saenko, K. and Rosing, T. and Feris, R.S.",
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        YEAR = "2020",
        PAGES = "XXVII:124-141",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141308"}

@inproceedings{bb145368,
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Few-shot Classification",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT141309"}

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        YEAR = "2019",
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        MONTH = "April",
        PAGES = "2290-2304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141310"}

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        AUTHOR = "Liu, B. and Yu, A.Z. and Yu, X.C. and Wang, R.R. and Gao, K.L. and Guo, W.Y.",
        TITLE = "Deep Multiview Learning for Hyperspectral Image Classification",
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        VOLUME = "59",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141311"}

@article{bb145371,
        AUTHOR = "Gao, K.L. and Liu, B. and Yu, X.C. and Qin, J.C. and Zhang, P.Q. and Tan, X.",
        TITLE = "Deep Relation Network for Hyperspectral Image Few-Shot Classification",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "6",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141312"}

@article{bb145372,
        AUTHOR = "Qin, Y.X. and Zhang, W.G. and Wang, Z.Z. and Zhao, C.X. and Shi, J.P.",
        TITLE = "Layer-Wise Adaptive Updating for Few-Shot Image Classification",
        JOURNAL = SPLetters,
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        YEAR = "2020",
        PAGES = "2044-2048",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141313"}

@article{bb145373,
        AUTHOR = "Zhang, H.J. and Zhan, T.Y. and Davidson, I.",
        TITLE = "A Self-Supervised Deep Learning Framework for Unsupervised Few-Shot
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        JOURNAL = PRL,
        VOLUME = "148",
        YEAR = "2021",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141314"}

@article{bb145374,
        AUTHOR = "Zhang, L. and Zhang, S. and Zou, B. and Dong, H.W.",
        TITLE = "Unsupervised Deep Representation Learning and Few-Shot Classification
of PolSAR Images",
        JOURNAL = GeoRS,
        VOLUME = "60",
        YEAR = "2022",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141315"}

@article{bb145375,
        AUTHOR = "Chen, C. and Li, K.L. and Wei, W. and Zhou, J.T.Y. and Zeng, Z.",
        TITLE = "Hierarchical Graph Neural Networks for Few-Shot Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "240-252",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141316"}

@article{bb145376,
        AUTHOR = "Cheng, H. and Zhou, J.T.Y. and Tay, W.P. and Wen, B.H.",
        TITLE = "Graph Neural Networks With Triple Attention for Few-Shot Learning",
        JOURNAL = MultMed,
        VOLUME = "25",
        YEAR = "2023",
        PAGES = "8225-8239",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141317"}

@article{bb145377,
        AUTHOR = "Li, Y.F. and Chen, C. and Yan, W.Q. and Cheng, Z.Y. and Tan, H.L. and Zhang, W.J.",
        TITLE = "Cascade Graph Neural Networks for Few-Shot Learning on Point Clouds",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "8788-8798",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141318"}

@article{bb145378,
        AUTHOR = "Li, N. and Zhou, D.Y. and Shi, J. and Zheng, X.L. and Wu, T. and Yang, Z.",
        TITLE = "Graph-Based Deep Multitask Few-Shot Learning for Hyperspectral Image
Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "9",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141319"}

@article{bb145379,
        AUTHOR = "Luo, J.J. and Si, W.J. and Deng, Z.",
        TITLE = "Few-Shot Learning for Radar Signal Recognition Based on Tensor
Imprint and Re-Parameterization Multi-Channel Multi-Branch Model",
        JOURNAL = SPLetters,
        VOLUME = "29",
        YEAR = "2022",
        PAGES = "1327-1331",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141320"}

@article{bb145380,
        AUTHOR = "Chi, Z.Q. and Wang, Z. and Yang, M.P. and Li, D.D. and Du, W.L.",
        TITLE = "Learning to Capture the Query Distribution for Few-Shot Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "4163-4173",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141321"}

@article{bb145381,
        AUTHOR = "Zhu, P.F. and Zhu, Z.L. and Wang, Y. and Zhang, J.L. and Zhao, S.",
        TITLE = "Multi-Granularity Episodic Contrastive Learning for Few-Shot Learning",
        JOURNAL = PR,
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        YEAR = "2022",
        PAGES = "108820",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141322"}

@article{bb145382,
        AUTHOR = "Dai, Z.Y. and Yi, J.J. and Yan, L. and Xu, Q.W. and Hu, L. and Zhang, Q. and Li, J.H. and Wang, G.Q.",
        TITLE = "PFEMed: Few-shot medical image classification using prior guided
feature enhancement",
        JOURNAL = PR,
        VOLUME = "134",
        YEAR = "2023",
        PAGES = "109108",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141323"}

@article{bb145383,
        AUTHOR = "Chen, Y.D. and Yan, H. and Yang, Z.X. and Wu, E.",
        TITLE = "Meta-transfer-adjustment learning for few-shot learning",
        JOURNAL = JVCIR,
        VOLUME = "89",
        YEAR = "2022",
        PAGES = "103678",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141324"}

@article{bb145384,
        AUTHOR = "Chen, Y.Q. and Li, Y.Y. and Mao, H. and Chai, X.H. and Jiao, L.C.",
        TITLE = "A Novel Deep Nearest Neighbor Neural Network for Few-Shot Remote
Sensing Image Scene Classification",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141325"}

@article{bb145385,
        AUTHOR = "Lei, Y.L. and Li, Y.Y. and Mao, H.",
        TITLE = "A Novel Two-Stream Network for Few-Shot Remote Sensing Image Scene
Classification",
        JOURNAL = RS,
        VOLUME = "17",
        YEAR = "2025",
        NUMBER = "7",
        PAGES = "1192",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141326"}

@article{bb145386,
        AUTHOR = "Chen, Y.Q. and Li, Y.Y. and Mao, H. and Liu, G.Y. and Chai, X.H. and Jiao, L.C.",
        TITLE = "A Novel Discriminative Enhancement Method for Few-Shot Remote Sensing
Image Scene Classification",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "18",
        PAGES = "4588",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141327"}

@article{bb145387,
        AUTHOR = "Zhang, T.Y. and Xu, L. and Zhang, X.R. and Han, X. and Zhu, J. and Zhang, L. and Wang, G.C. and Jiao, L.C.",
        TITLE = "Multi-Granularity Prompt Learning with Vision-Language Model for
Few-Shot Remote Sensing Image Scene Classification",
        JOURNAL = PandRS,
        VOLUME = "235",
        YEAR = "2026",
        PAGES = "349-362",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141328"}

@article{bb145388,
        AUTHOR = "Zhang, C. and Cai, Y.J. and Lin, G.S. and Shen, C.H.",
        TITLE = "DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "5632-5648",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141329"}

@inproceedings{bb145389,
        AUTHOR = "Zhang, C. and Cai, Y.J. and Lin, G.S. and Shen, C.H.",
        TITLE = "DeepEMD: Few-Shot Image Classification With Differentiable Earth
Mover's Distance and Structured Classifiers",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "12200-12210",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141330"}

@article{bb145390,
        AUTHOR = "Zhong, X. and Gu, C. and Ye, M. and Huang, W.X. and Lin, C.W.",
        TITLE = "Graph Complemented Latent Representation for Few-Shot Image
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        JOURNAL = MultMed,
        VOLUME = "25",
        YEAR = "2023",
        PAGES = "1979-1990",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141331"}

@inproceedings{bb145391,
        AUTHOR = "Zhong, X. and Gu, C. and Huang, W.X. and Li, L. and Chen, S.Q. and Lin, C.W.",
        TITLE = "Complementing Representation Deficiency in Few-shot Image
Classification: A Meta-Learning Approach",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "2677-2684",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141332"}

@article{bb145392,
        AUTHOR = "Fu, W. and Zhou, L. and Chen, J.",
        TITLE = "Query-Specific Embedding Co-Adaptation Improve Few-Shot Image
Classification",
        JOURNAL = SPLetters,
        VOLUME = "30",
        YEAR = "2023",
        PAGES = "783-787",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141333"}

@article{bb145393,
        AUTHOR = "Zhang, G.M. and Zhao, Y.L. and Wang, J.",
        TITLE = "Few-shot node classification on attributed networks based on deep
metric learning for Cyber-Physical-Social Services",
        JOURNAL = PRL,
        VOLUME = "173",
        YEAR = "2023",
        PAGES = "87-92",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141334"}

@article{bb145394,
        AUTHOR = "Meng, G.Y. and Zhou, R. and Liu, L. and Liang, P.X. and Liu, F. and Chen, D.Z. and Niemier, M. and Hu, X.B.S.",
        TITLE = "Efficient Approximation of Earth Mover's Distance Based on Nearest
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        JOURNAL = MultMed,
        VOLUME = "28",
        YEAR = "2026",
        PAGES = "227-240",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141335"}

@article{bb145395,
        AUTHOR = "Li, Z.W. and Guo, J.L. and Zhang, W.Z. and Han, M.Y. and Xu, Z.Q. and Zhang, B.W. and Li, N. and Luo, W. and Xie, M.L. and Guo, J.Z.",
        TITLE = "CADR-BL: Class-Adaptive Dictionary Reconstruction with Broad Learning
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        VOLUME = "18",
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        NUMBER = "9",
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@inproceedings{bb145396,
        AUTHOR = "Xie, J.T. and Long, F. and Lv, J.M. and Wang, Q.L. and Li, P.H.",
        TITLE = "Joint Distribution Matters: Deep Brownian Distance Covariance for
Few-Shot Classification",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "7962-7971",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141337"}

@inproceedings{bb145397,
        AUTHOR = "San Emeterio, M.G.",
        TITLE = "A Survey on Few-Shot Techniques in the Context of Computer Vision
Applications Based on Deep Learning",
        BOOKTITLE = HBAxSCES22,
        YEAR = "2022",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141338"}

@inproceedings{bb145398,
        AUTHOR = "Afrasiyabi, A. and Larochelle, H. and Lalonde, J.F. and Gagne, C.",
        TITLE = "Matching Feature Sets for Few-Shot Image Classification",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "9004-9014",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT141339"}

@inproceedings{bb145399,
        AUTHOR = "Afrasiyabi, A. and Lalonde, J.F. and Gagne, C.",
        TITLE = "Mixture-based Feature Space Learning for Few-shot Image
Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
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