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        AUTHOR = "Lu, Y.N. and Wen, L.J. and Liu, J.Z. and Liu, Y.J. and Tian, X.",
        TITLE = "Self-Supervision Can Be a Good Few-Shot Learner",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XIX:740-758",
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@inproceedings{bb138501,
        AUTHOR = "Dong, B. and Zhou, P. and Yan, S.C. and Zuo, W.M.",
        TITLE = "Self-Promoted Supervision for Few-Shot Transformer",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:329-347",
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@inproceedings{bb138502,
        AUTHOR = "Li, S. and Liu, F. and Hao, Z. and Zhao, K.B. and Jiao, L.C.",
        TITLE = "Unsupervised Few-Shot Image Classification by Learning Features into
Clustering Space",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XXXI:420-436",
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@inproceedings{bb138503,
        AUTHOR = "Shirekar, O.K. and Jamali Rad, H.",
        TITLE = "Self-Supervised Class-Cognizant Few-Shot Classification",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "976-980",
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@inproceedings{bb138504,
        AUTHOR = "Liu, Y. and Zhang, W.F. and Xiang, C. and Zheng, T. and Cai, D. and He, X.F.",
        TITLE = "Learning to Affiliate: Mutual Centralized Learning for Few-shot
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        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "14391-14400",
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@inproceedings{bb138505,
        AUTHOR = "Ling, J. and Liao, L. and Yang, M. and Shuai, J.",
        TITLE = "Semi-Supervised Few-shot Learning via Multi-Factor Clustering",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
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@inproceedings{bb138506,
        AUTHOR = "Li, S. and Chen, D.D. and Chen, Y.P. and Yuan, L. and Zhang, L. and Chu, Q. and Liu, B. and Yu, N.H.",
        TITLE = "Improve Unsupervised Pretraining for Few-label Transfer",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "10181-10190",
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@inproceedings{bb138507,
        AUTHOR = "Ma, J.W. and Xie, H.C. and Han, G.X. and Chang, S.F. and Galstyan, A. and Abd Almageed, W.",
        TITLE = "Partner-Assisted Learning for Few-Shot Image Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "10553-10562",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT134512"}

@inproceedings{bb138508,
        AUTHOR = "Das, R. and Wang, Y.X. and Moura, J.M.F.",
        TITLE = "On the Importance of Distractors for Few-Shot Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "9010-9020",
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@inproceedings{bb138509,
        AUTHOR = "Phoo, C.P. and Hariharan, B.",
        TITLE = "Coarsely-labeled Data for Better Few-shot Transfer",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "9032-9041",
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@inproceedings{bb138510,
        AUTHOR = "Lazarou, M. and Stathaki, T. and Avrithis, Y.",
        TITLE = "Iterative label cleaning for transductive and semi-supervised
few-shot learning",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8731-8740",
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@inproceedings{bb138511,
        AUTHOR = "Kang, D. and Kwon, H. and Min, J. and Cho, M.",
        TITLE = "Relational Embedding for Few-Shot Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8802-8813",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT134516"}

@inproceedings{bb138512,
        AUTHOR = "Huang, K. and Geng, J. and Jiang, W. and Deng, X.Y. and Xu, Z.",
        TITLE = "Pseudo-loss Confidence Metric for Semi-supervised Few-shot Learning",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8651-8660",
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@inproceedings{bb138513,
        AUTHOR = "Yang, L. and Zhuo, W. and Qi, L. and Shi, Y.H. and Gao, Y.",
        TITLE = "Mining Latent Classes for Few-shot Segmentation",
        BOOKTITLE = ICCV21,
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@inproceedings{bb138514,
        AUTHOR = "Fei, N.Y. and Gao, Y.Z. and Lu, Z.W. and Xiang, T.",
        TITLE = "Z-Score Normalization, Hubness, and Few-Shot Learning",
        BOOKTITLE = ICCV21,
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        PAGES = "142-151",
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@inproceedings{bb138515,
        AUTHOR = "Zhang, X.T. and Meng, D.B. and Gouk, H. and Hospedales, T.M.",
        TITLE = "Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition",
        BOOKTITLE = ICCV21,
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        PAGES = "631-640",
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@inproceedings{bb138516,
        AUTHOR = "Bateni, P. and Barber, J. and van de Meent, J.W. and Wood, F.",
        TITLE = "Enhancing Few-Shot Image Classification with Unlabelled Examples",
        BOOKTITLE = WACV22,
        YEAR = "2022",
        PAGES = "1597-1606",
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@inproceedings{bb138517,
        AUTHOR = "Zhang, H.G. and Koniusz, P. and Jian, S. and Li, H.D. and Torr, P.H.S.",
        TITLE = "Rethinking Class Relations: Absolute-relative Supervised and
Unsupervised Few-shot Learning",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "9427-9436",
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@inproceedings{bb138518,
        AUTHOR = "Chen, Z.Y. and Ge, J.X. and Zhan, H. and Huang, S. and Wang, D.L.",
        TITLE = "Pareto Self-Supervised Training for Few-Shot Learning",
        BOOKTITLE = CVPR21,
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        PAGES = "13658-13667",
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@inproceedings{bb138519,
        AUTHOR = "Chen, Z.T. and Maji, S. and Learned Miller, E.G.",
        TITLE = "Shot in the Dark: Few-Shot Learning with No Base-Class Labels",
        BOOKTITLE = LLID21,
        YEAR = "2021",
        PAGES = "2662-2671",
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@inproceedings{bb138520,
        AUTHOR = "Nguyen, K. and Todorovic, S.",
        TITLE = "A Self-supervised GAN for Unsupervised Few-shot Object Recognition",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "3225-3231",
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@inproceedings{bb138521,
        AUTHOR = "Liu, X.Y. and Liu, P.X. and Zong, L.L.",
        TITLE = "Transductive Prototypical Network For Few-Shot Classification",
        BOOKTITLE = ICIP20,
        YEAR = "2020",
        PAGES = "1671-1675",
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@inproceedings{bb138522,
        AUTHOR = "Su, J.C. and Maji, S. and Hariharan, B.",
        TITLE = "When Does Self-supervision Improve Few-shot Learning?",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "VII:645-666",
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@inproceedings{bb138523,
        AUTHOR = "Monnier, T. and Vincent, E. and Ponce, J. and Aubry, M.",
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        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8620-8630",
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@inproceedings{bb138524,
        AUTHOR = "Yu, Z. and Chen, L. and Cheng, Z. and Luo, J.",
        TITLE = "TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot
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        PAGES = "12853-12861",
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@inproceedings{bb138525,
        AUTHOR = "Zhu, H. and Koniusz, P.",
        TITLE = "EASE: Unsupervised Discriminant Subspace Learning for Transductive
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        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "9068-9078",
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@inproceedings{bb138526,
        AUTHOR = "Simon, C. and Koniusz, P. and Nock, R. and Harandi, M.",
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@inproceedings{bb138527,
        AUTHOR = "Dutta, A. and Mancini, M. and Akata, Z.",
        TITLE = "Concurrent Discrimination and Alignment for Self-Supervised Feature
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        TITLE = "PDA: Proxy-based domain adaptation for few-shot image recognition",
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        AUTHOR = "Xu, R.J. and Xing, L. and Liu, B. and Tao, D.P. and Cao, W.J. and Liu, W.F.",
        TITLE = "Cross-Domain Few-Shot classification via class-shared and
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@article{bb138530,
        AUTHOR = "Walsh, R. and Osman, I. and Shehata, M.S.",
        TITLE = "Masked Embedding Modeling With Rapid Domain Adjustment for Few-Shot
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        JOURNAL = IP,
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@article{bb138531,
        AUTHOR = "Tian, P.Z. and Xie, S.R.",
        TITLE = "An Adversarial Meta-Training Framework for Cross-Domain Few-Shot
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@article{bb138532,
        AUTHOR = "Ji, F.F. and Yuan, X.T. and Liu, Q.S.",
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@article{bb138533,
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        TITLE = "Meta-Collaborative Comparison for Effective Cross-Domain Few-Shot
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        PAGES = "20061-20070",
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        TITLE = "Tensor-Based Few-Shot Learning for Cross-Domain Hyperspectral Image
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        JOURNAL = CirSysVideo,
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        YEAR = "2025",
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        PAGES = "2410-2421",
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@article{bb138538,
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        YEAR = "2024",
        PAGES = "XLIX: 303-320",
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        AUTHOR = "Tang, Y.M. and Peng, Y.X. and Meng, J. and Zheng, W.S.",
        TITLE = "Rethinking Few-shot Class-incremental Learning: Learning from Yourself",
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        PAGES = "LXI: 108-128",
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        AUTHOR = "Yue, L. and Feng, L. and Shuai, Q.P. and Xu, L.X. and Li, Z.",
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@inproceedings{bb138545,
        AUTHOR = "Ma, T.Y. and Sun, Y.F. and Yang, Z.X. and Yang, Y.",
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@inproceedings{bb138546,
        AUTHOR = "Ma, Y.X. and Li, F.Z.",
        TITLE = "Self-Challenging Mask for Cross-Domain Few-Shot Classification",
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        YEAR = "2022",
        PAGES = "4456-4453",
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        TITLE = "Cross-Domain Cross-Set Few-Shot Learning via Learning Compact and
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        PAGES = "XX:383-399",
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@inproceedings{bb138548,
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@inproceedings{bb138549,
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        AUTHOR = "Liang, Z.Y. and Gu, Y. and Yang, J.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134565"}

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        TITLE = "Layer-Wise Adaptive Updating for Few-Shot Image Classification",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134566"}

@article{bb138562,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134567"}

@article{bb138563,
        AUTHOR = "Zhang, L. and Zhang, S. and Zou, B. and Dong, H.W.",
        TITLE = "Unsupervised Deep Representation Learning and Few-Shot Classification
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        JOURNAL = GeoRS,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134568"}

@article{bb138564,
        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",
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        PAGES = "240-252",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134569"}

@article{bb138565,
        AUTHOR = "Cheng, H. and Zhou, J.T.Y. and Tay, W.P. and Wen, B.",
        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#TT134570"}

@article{bb138566,
        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#TT134571"}

@article{bb138567,
        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",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134572"}

@article{bb138568,
        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#TT134573"}

@article{bb138569,
        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#TT134574"}

@article{bb138570,
        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,
        VOLUME = "131",
        YEAR = "2022",
        PAGES = "108820",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134575"}

@article{bb138571,
        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,
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        YEAR = "2023",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134576"}

@article{bb138572,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134577"}

@article{bb138573,
        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#TT134578"}

@article{bb138574,
        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,
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        YEAR = "2025",
        NUMBER = "7",
        PAGES = "1192",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134579"}

@article{bb138575,
        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",
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        NUMBER = "18",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134580"}

@article{bb138576,
        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,
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        NUMBER = "5",
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        PAGES = "5632-5648",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134581"}

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        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#TT134582"}

@article{bb138578,
        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
Classification",
        JOURNAL = MultMed,
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        PAGES = "1979-1990",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134583"}

@inproceedings{bb138579,
        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#TT134584"}

@article{bb138580,
        AUTHOR = "Fu, W. and Zhou, L. and Chen, J.",
        TITLE = "Query-Specific Embedding Co-Adaptation Improve Few-Shot Image
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134585"}

@article{bb138581,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134586"}

@inproceedings{bb138582,
        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#TT134587"}

@inproceedings{bb138583,
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        YEAR = "2022",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134588"}

@inproceedings{bb138584,
        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#TT134589"}

@inproceedings{bb138585,
        AUTHOR = "Afrasiyabi, A. and Lalonde, J.F. and Gagne, C.",
        TITLE = "Mixture-based Feature Space Learning for Few-shot Image
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        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "9021-9031",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134590"}

@inproceedings{bb138586,
        AUTHOR = "Yin, C.X. and Wu, K. and Che, Z.P. and Jiang, B. and Xu, Z.Y. and Tang, J.",
        TITLE = "Hierarchical Graph Attention Network for Few-shot Visual-Semantic
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@inproceedings{bb138587,
        AUTHOR = "Osahor, U. and Nasrabadi, N.M.",
        TITLE = "Ortho-Shot: Low Displacement Rank Regularization with Data
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        BOOKTITLE = WACV22,
        YEAR = "2022",
        PAGES = "2040-2049",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134592"}

@inproceedings{bb138588,
        AUTHOR = "Garg, A. and Bagga, S. and Singh, Y. and Anand, S.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134593"}

@inproceedings{bb138589,
        AUTHOR = "Yang, F.Y. and Wang, R.P. and Chen, X.L.",
        TITLE = "Semantic Guided Latent Parts Embedding for Few-Shot Learning",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "5436-5446",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134594"}

@inproceedings{bb138590,
        AUTHOR = "Yang, F.Y. and Wang, R.P. and Chen, X.L.",
        TITLE = "SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot
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        BOOKTITLE = WACV22,
        YEAR = "2022",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134595"}

@inproceedings{bb138591,
        AUTHOR = "Ye, C.G. and Zhu, H.Y. and Liao, Y.B. and Zhang, Y.G. and Chen, T. and Fan, J.Y.",
        TITLE = "What Makes for Effective Few-shot Point Cloud Classification?",
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        YEAR = "2022",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT134596"}

@inproceedings{bb138592,
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        BOOKTITLE = WACV21,
        YEAR = "2021",
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@inproceedings{bb138593,
        AUTHOR = "Luo, Q.X. and Wang, L.F. and Lv, J. and Xiang, S.M. and Pan, C.H.",
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@inproceedings{bb138594,
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@inproceedings{bb138595,
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@inproceedings{bb138596,
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@inproceedings{bb138597,
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@inproceedings{bb138598,
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@inproceedings{bb138599,
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