@article{bb119500,
        AUTHOR = "Doveh, S. and Schwartz, E. and Xue, C. and Feris, R. and Bronstein, A.M. and Giryes, R. and Karlinsky, L.",
        TITLE = "MetAdapt: Meta-learned task-adaptive architecture for few-shot
classification",
        JOURNAL = PRL,
        VOLUME = "149",
        YEAR = "2021",
        PAGES = "130-136",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115666"}

@inproceedings{bb119501,
        AUTHOR = "Chen, X.Y. and Wang, G.H.",
        TITLE = "Few-Shot Learning by Integrating Spatial and Frequency Representation",
        BOOKTITLE = CRV21,
        YEAR = "2021",
        PAGES = "49-56",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115667"}

@article{bb119502,
        AUTHOR = "Singh, R. and Bharti, V. and Purohit, V. and Kumar, A. and Singh, A.K. and Singh, S.K.",
        TITLE = "MetaMed:
Few-shot medical image classification using gradient-based meta-learning",
        JOURNAL = PR,
        VOLUME = "120",
        YEAR = "2021",
        PAGES = "108111",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115668"}

@article{bb119503,
        AUTHOR = "Li, X.Z. and Huang, J.Q. and Liu, Y.Y. and Zhou, Q. and Zheng, S. and Schiele, B. and Sun, Q.R.",
        TITLE = "Learning to teach and learn for semi-supervised few-shot image
classification",
        JOURNAL = CVIU,
        VOLUME = "212",
        YEAR = "2021",
        PAGES = "103270",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115669"}

@article{bb119504,
        AUTHOR = "Gong, H.Y. and Wang, S. and Zhao, X.W. and Yan, Y.F. and Ma, Y.Q. and Liu, W. and Liu, X.L.",
        TITLE = "Few-shot learning with relation propagation and constraint",
        JOURNAL = IET-CV,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "8",
        PAGES = "608-617",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115670"}

@article{bb119505,
        AUTHOR = "Hu, Z.P. and Li, Z.J. and Wang, X. and Zheng, S.",
        TITLE = "Unsupervised descriptor selection based meta-learning networks for
few-shot classification",
        JOURNAL = PR,
        VOLUME = "122",
        YEAR = "2022",
        PAGES = "108304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115671"}

@article{bb119506,
        AUTHOR = "Hu, Y.F. and Gao, J.Y. and Xu, C.S.",
        TITLE = "Learning Dual-Pooling Graph Neural Networks for Few-Shot Video
Classification",
        JOURNAL = MultMed,
        VOLUME = "23",
        YEAR = "2021",
        PAGES = "4285-4296",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115672"}

@article{bb119507,
        AUTHOR = "Cui, Y. and Liao, Q. and Hu, D. and An, W. and Liu, L.",
        TITLE = "Coarse-to-fine pseudo supervision guided meta-task optimization for
few-shot object classification",
        JOURNAL = PR,
        VOLUME = "122",
        YEAR = "2022",
        PAGES = "108296",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115673"}

@article{bb119508,
        AUTHOR = "Lin, C.C. and Chu, H.L. and Wang, Y.C.A.F. and Lei, C.L.",
        TITLE = "Joint Feature Disentanglement and Hallucination for Few-Shot Image
Classification",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "9245-9258",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115674"}

@article{bb119509,
        AUTHOR = "Zhang, L. and Zuo, L.Y. and Du, Y.J. and Zhen, X.T.",
        TITLE = "Learning to Adapt With Memory for Probabilistic Few-Shot Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "31",
        YEAR = "2021",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "4283-4292",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115675"}

@article{bb119510,
        AUTHOR = "Zhang, P. and Fan, G.L. and Wu, C. and Wang, D. and Li, Y.",
        TITLE = "Task-Adaptive Embedding Learning with Dynamic Kernel Fusion for
Few-Shot Remote Sensing Scene Classification",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "21",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115676"}

@article{bb119511,
        AUTHOR = "Zhu, L.C. and Yang, Y.",
        TITLE = "Label Independent Memory for Semi-Supervised Few-Shot Video
Classification",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "273-285",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115677"}

@inproceedings{bb119512,
        AUTHOR = "Zhu, L.C. and Yang, Y.",
        TITLE = "Compound Memory Networks for Few-Shot Video Classification",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "VII: 782-797",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115678"}

@article{bb119513,
        AUTHOR = "Fu, K. and Zhang, T.F. and Zhang, Y. and Wang, Z.R. and Sun, X.",
        TITLE = "Few-Shot SAR Target Classification via Metalearning",
        JOURNAL = GeoRS,
        VOLUME = "60",
        YEAR = "2022",
        PAGES = "1-14",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115679"}

@article{bb119514,
        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",
        PAGES = "1-16",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115680"}

@article{bb119515,
        AUTHOR = "Huang, W.D. and Yuan, Z.W. and Yang, A.X. and Tang, C. and Luo, X.B.",
        TITLE = "TAE-Net: Task-Adaptive Embedding Network for Few-Shot Remote Sensing
Scene Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "1",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115681"}

@article{bb119516,
        AUTHOR = "Yuan, Z.W. and Huang, W.D. and Tang, C. and Yang, A. and Luo, X.B.",
        TITLE = "Graph-Based Embedding Smoothing Network for Few-Shot Scene
Classification of Remote Sensing Images",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "5",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115682"}

@article{bb119517,
        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/pattern605fes2.html#TT115683"}

@article{bb119518,
        AUTHOR = "Cao, C.Q. and Zhang, Y.N.",
        TITLE = "Learning to Compare Relation:
Semantic Alignment for Few-Shot Learning",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "1462-1474",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115684"}

@article{bb119519,
        AUTHOR = "Ji, Z. and Hou, Z.S. and Liu, X. and Pang, Y.W. and Han, J.G.",
        TITLE = "Information Symmetry Matters: A Modal-Alternating Propagation Network
for Few-Shot Learning",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "1520-1531",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115685"}

@article{bb119520,
        AUTHOR = "Wu, S. and Kankanhalli, M. and Tung, A.K.H.",
        TITLE = "Superclass-aware network for few-shot learning",
        JOURNAL = CVIU,
        VOLUME = "216",
        YEAR = "2022",
        PAGES = "103349",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115686"}

@article{bb119521,
        AUTHOR = "Cheng, J. and Hao, F.S. and Liu, L. and Tao, D.C.",
        TITLE = "Imposing Semantic Consistency of Local Descriptors for Few-Shot
Learning",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "1587-1600",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115687"}

@article{bb119522,
        AUTHOR = "Hao, F.S. and He, F.X. and Cheng, J. and Tao, D.C.",
        TITLE = "Global-Local Interplay in Semantic Alignment for Few-Shot Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "4351-4363",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115688"}

@inproceedings{bb119523,
        AUTHOR = "Hao, F.S. and He, F.X. and Cheng, J. and Wang, L. and Cao, J. and Tao, D.C.",
        TITLE = "Collect and Select:
Semantic Alignment Metric Learning for Few-Shot Learning",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "8459-8468",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115689"}

@article{bb119524,
        AUTHOR = "Li, F. and Li, S.B. and Fan, X.X. and Li, X. and Chang, H.X.",
        TITLE = "Structural Attention Enhanced Continual Meta-Learning for Graph Edge
Labeling Based Few-Shot Remote Sensing Scene Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115690"}

@article{bb119525,
        AUTHOR = "Zhang, B. and Ye, H.C. and Yu, G. and Wang, B. and Wu, Y. and Fan, J.Y. and Chen, T.",
        TITLE = "Sample-Centric Feature Generation for Semi-Supervised Few-Shot
Learning",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "2309-2320",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115691"}

@article{bb119526,
        AUTHOR = "Zhang, L.L. and Wang, S.W. and Chang, X.J. and Liu, J. and Ge, Z.Y. and Zheng, Q.H.",
        TITLE = "Auto-FSL: Searching the Attribute Consistent Network for Few-Shot
Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1213-1223",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115692"}

@article{bb119527,
        AUTHOR = "Xu, B.R. and Zeng, Z.G. and Lian, C. and Ding, Z.M.",
        TITLE = "Few-Shot Domain Adaptation via Mixup Optimal Transport",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "2518-2528",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115693"}

@article{bb119528,
        AUTHOR = "Liang, M.J. and Huang, S.L. and Pan, S.R. and Gong, M.M. and Liu, W.",
        TITLE = "Learning multi-level weight-centric features for few-shot learning",
        JOURNAL = PR,
        VOLUME = "128",
        YEAR = "2022",
        PAGES = "108662",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115694"}

@article{bb119529,
        AUTHOR = "Fu, W. and Zhou, L. and Chen, J.",
        TITLE = "Bidirectional Matching Prototypical Network for Few-Shot Image
Classification",
        JOURNAL = SPLetters,
        VOLUME = "29",
        YEAR = "2022",
        PAGES = "982-986",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115695"}

@article{bb119530,
        AUTHOR = "Huang, J. and Wu, B. and Li, P. and Li, X. and Wang, J.",
        TITLE = "Few-Shot Learning for Radar Emitter Signal Recognition Based on
Improved Prototypical Network",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "7",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115696"}

@article{bb119531,
        AUTHOR = "Huang, J. and Li, X. and Wu, B. and Wu, X.Y. and Li, P.",
        TITLE = "Few-Shot Radar Emitter Signal Recognition Based on Attention-Balanced
Prototypical Network",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "23",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115697"}

@article{bb119532,
        AUTHOR = "Cai, J.L. and Zhang, Y.T. and Guo, J.Y. and Zhao, X. and Lv, J.W. and Hu, Y.X.",
        TITLE = "ST-PN: A Spatial Transformed Prototypical Network for Few-Shot SAR
Image Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "9",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115698"}

@article{bb119533,
        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/pattern605fes2.html#TT115699"}

@article{bb119534,
        AUTHOR = "Zhou, Y. and Guo, Y.R. and Hao, S.J. and Hong, R.C.",
        TITLE = "Hierarchical Prototype Refinement With Progressive Inter-Categorical
Discrimination Maximization for Few-Shot Learning",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "3414-3429",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115700"}

@article{bb119535,
        AUTHOR = "Wang, J.Y. and Wang, X.Q. and Xing, L. and Liu, B.D. and Li, Z.",
        TITLE = "Class-Shared SparsePCA for Few-Shot Remote Sensing Scene
Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "10",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115701"}

@article{bb119536,
        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/pattern605fes2.html#TT115702"}

@article{bb119537,
        AUTHOR = "Wang, Y.N. and Liu, Z.J. and Luo, Y. and Luo, C.",
        TITLE = "A transductive learning method to leverage graph structure for
few-shot learning",
        JOURNAL = PRL,
        VOLUME = "159",
        YEAR = "2022",
        PAGES = "189-195",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115703"}

@article{bb119538,
        AUTHOR = "Chen, H.X. and Li, H.X. and Li, Y. and Chen, C.L.",
        TITLE = "Shaping Visual Representations With Attributes for Few-Shot
Recognition",
        JOURNAL = SPLetters,
        VOLUME = "29",
        YEAR = "2022",
        PAGES = "1397-1401",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115704"}

@article{bb119539,
        AUTHOR = "Guo, Y.R. and Du, R. and Li, X.X. and Xie, J.Y. and Ma, Z.Y. and Dong, Y.",
        TITLE = "Learning Calibrated Class Centers for Few-Shot Classification by
Pair-Wise Similarity",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "4543-4555",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115705"}

@article{bb119540,
        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/pattern605fes2.html#TT115706"}

@article{bb119541,
        AUTHOR = "Schwartz, E. and Karlinsky, L. and Feris, R. and Giryes, R. and Bronstein, A.",
        TITLE = "Baby steps towards few-shot learning with multiple semantics",
        JOURNAL = PRL,
        VOLUME = "160",
        YEAR = "2022",
        PAGES = "142-147",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115707"}

@article{bb119542,
        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/pattern605fes2.html#TT115708"}

@article{bb119543,
        AUTHOR = "Xi, B. and Li, J.J. and Li, Y.S. and Song, R. and Hong, D.F. and Chanussot, J.",
        TITLE = "Few-Shot Learning With Class-Covariance Metric for Hyperspectral
Image Classification",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "5079-5092",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115709"}

@article{bb119544,
        AUTHOR = "Shao, S. and Xing, L. and Xu, R. and Liu, W.F. and Wang, Y.J. and Liu, B.D.",
        TITLE = "MDFM: Multi-Decision Fusing Model for Few-Shot Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "5151-5162",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115710"}

@article{bb119545,
        AUTHOR = "Wu, J.Y. and Hu, J.L.",
        TITLE = "Redefining prior feature space via finetuning a triplet network for
few-shot learning",
        JOURNAL = IET-CV,
        VOLUME = "16",
        YEAR = "2022",
        NUMBER = "6",
        PAGES = "514-524",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115711"}

@article{bb119546,
        AUTHOR = "Wang, Y.K. and Zhang, L. and Yao, Y. and Fu, Y.W.",
        TITLE = "How to Trust Unlabeled Data? Instance Credibility Inference for
Few-Shot Learning",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "6240-6253",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115712"}

@inproceedings{bb119547,
        AUTHOR = "Wang, Y.K. and Xu, C.M. and Liu, C. and Zhang, L. and Fu, Y.W.",
        TITLE = "Instance Credibility Inference for Few-Shot Learning",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "12833-12842",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115713"}

@article{bb119548,
        AUTHOR = "Gao, F. and Xu, J.M. and Lang, R.L. and Wang, J. and Hussain, A. and Zhou, H.Y.",
        TITLE = "A Few-Shot Learning Method for SAR Images Based on Weighted Distance
and Feature Fusion",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "18",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115714"}

@article{bb119549,
        AUTHOR = "Zhang, J. and Zhang, X.Z. and Wang, Z.",
        TITLE = "Task Encoding With Distribution Calibration for Few-Shot Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "6240-6252",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115715"}

@article{bb119550,
        AUTHOR = "Zhou, F. and Zhang, L. and Wei, W.",
        TITLE = "Meta-Generating Deep Attentive Metric for Few-Shot Classification",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "6863-6873",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115716"}

@article{bb119551,
        AUTHOR = "Li, Z.J. and Hu, Z.P. and Luo, W.W. and Hu, X.",
        TITLE = "SaberNet: Self-attention based effective relation network for
few-shot learning",
        JOURNAL = PR,
        VOLUME = "133",
        YEAR = "2023",
        PAGES = "109024",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115717"}

@article{bb119552,
        AUTHOR = "Yang, S. and Liu, F. and Chen, Z.",
        TITLE = "Feature hallucination in hypersphere space for few-shot
classification",
        JOURNAL = IET-IPR,
        VOLUME = "16",
        YEAR = "2022",
        NUMBER = "13",
        PAGES = "3603-3616",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115718"}

@article{bb119553,
        AUTHOR = "Yang, S. and Wu, S.H. and Liu, T.L. and Xu, M.",
        TITLE = "Bridging the Gap Between Few-Shot and Many-Shot Learning via
Distribution Calibration",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "9830-9843",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115719"}

@article{bb119554,
        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/pattern605fes2.html#TT115720"}

@article{bb119555,
        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/pattern605fes2.html#TT115721"}

@article{bb119556,
        AUTHOR = "Huang, X.L. and Choi, S.H.",
        TITLE = "SAPENet: Self-Attention based Prototype Enhancement Network for
Few-shot Learning",
        JOURNAL = PR,
        VOLUME = "135",
        YEAR = "2023",
        PAGES = "109170",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115722"}

@article{bb119557,
        AUTHOR = "Xu, R. and Xing, L. and Shao, S. and Zhao, L.F. and Liu, B. and Liu, W.F. and Zhou, Y.C.",
        TITLE = "GCT: Graph Co-Training for Semi-Supervised Few-Shot Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "8674-8687",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115723"}

@article{bb119558,
        AUTHOR = "Cui, Z. and Lu, N. and Wang, W.F. and Guo, G.S.",
        TITLE = "Dual global-aware propagation for few-shot learning",
        JOURNAL = IVC,
        VOLUME = "128",
        YEAR = "2022",
        PAGES = "104574",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115724"}

@article{bb119559,
        AUTHOR = "Jiang, S.Q. and Zhu, Y. and Liu, C.L. and Song, X.H. and Li, X.Y. and Min, W.Q.",
        TITLE = "Dataset Bias in Few-Shot Image Recognition",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "229-246",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115725"}

@inproceedings{bb119560,
        AUTHOR = "Wu, J.Y. and Hu, J.L.",
        TITLE = "Learning a Latent Space with Triplet Network for Few-Shot Image
Classification",
        BOOKTITLE = "ICPR22",
        YEAR = "2022",
        PAGES = "5038-5044",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115726"}

@article{bb119561,
        AUTHOR = "Wang, R.Q. and Liu, Z. and Zhang, B.C. and Guo, G.D. and Doermann, D.",
        TITLE = "Few-Shot Learning with Complex-Valued Neural Networks and Dependable
Learning",
        JOURNAL = IJCV,
        VOLUME = "131",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "385-404",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115727"}

@article{bb119562,
        AUTHOR = "Xu, J. and Liu, B. and Xiao, Y.",
        TITLE = "A Variational Inference Method for Few-Shot Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "269-282",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115728"}

@article{bb119563,
        AUTHOR = "Zhang, L. and Zhou, F. and Wei, W. and Zhang, Y.N.",
        TITLE = "Meta-hallucinating prototype for few-shot learning promotion",
        JOURNAL = PR,
        VOLUME = "136",
        YEAR = "2023",
        PAGES = "109235",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115729"}

@article{bb119564,
        AUTHOR = "Cheng, J. and Hao, F. and He, F.X. and Liu, L. and Zhang, Q.",
        TITLE = "Mixer-Based Semantic Spread for Few-Shot Learning",
        JOURNAL = MultMed,
        VOLUME = "25",
        YEAR = "2023",
        PAGES = "191-202",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115730"}

@article{bb119565,
        AUTHOR = "Ye, H.J. and Han, L. and Zhan, D.C.",
        TITLE = "Revisiting Unsupervised Meta-Learning via the Characteristics of
Few-Shot Tasks",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "3721-3737",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115731"}

@article{bb119566,
        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/pattern605fes2.html#TT115732"}

@article{bb119567,
        AUTHOR = "Wang, J.W. and Gao, Y.B. and Fang, Z.J.",
        TITLE = "An angular shrinkage BERT model for few-shot relation extraction with
none-of-the-above detection",
        JOURNAL = PRL,
        VOLUME = "166",
        YEAR = "2023",
        PAGES = "151-158",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115733"}

@article{bb119568,
        AUTHOR = "Liu, X.Y. and Liu, L.G. and Liu, H. and Zhang, X.T.",
        TITLE = "Capturing the few-shot class distribution:
Transductive distribution optimization",
        JOURNAL = PR,
        VOLUME = "138",
        YEAR = "2023",
        PAGES = "109371",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115734"}

@article{bb119569,
        AUTHOR = "Liu, F. and Li, F.F. and Yang, S.",
        TITLE = "Few-shot classification using Gaussianisation prototypical classifier",
        JOURNAL = IET-CV,
        VOLUME = "17",
        YEAR = "2023",
        NUMBER = "1",
        PAGES = "62-75",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115735"}

@article{bb119570,
        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/pattern605fes2.html#TT115736"}

@inproceedings{bb119571,
        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/pattern605fes2.html#TT115737"}

@article{bb119572,
        AUTHOR = "Li, W.B. and Wang, L. and Zhang, X.X. and Qi, L. and Huo, J. and Gao, Y. and Luo, J.B.",
        TITLE = "Defensive Few-Shot Learning",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "5649-5667",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115738"}

@article{bb119573,
        AUTHOR = "Qiang, W.W. and Li, J.M. and Su, B. and Fu, J.L. and Xiong, H. and Wen, J.R.",
        TITLE = "Meta Attention-Generation Network for Cross-Granularity Few-Shot
Learning",
        JOURNAL = IJCV,
        VOLUME = "131",
        YEAR = "2023",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1211-1233",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115739"}

@article{bb119574,
        AUTHOR = "Tabealhojeh, H. and Adibi, P. and Karshenas, H. and Roy, S.K. and Harandi, M.",
        TITLE = "RMAML: Riemannian meta-learning with orthogonality constraints",
        JOURNAL = PR,
        VOLUME = "140",
        YEAR = "2023",
        PAGES = "109563",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115740"}

@article{bb119575,
        AUTHOR = "Zhao, Y.Q. and Cheung, N.M.",
        TITLE = "FS-BAN: Born-Again Networks for Domain Generalization Few-Shot
Classification",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "2252-2266",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115741"}

@article{bb119576,
        AUTHOR = "Vu, A.K.N. and Do, T.T. and Nguyen, N.D. and Nguyen, V.T. and Ngo, T.D. and Nguyen, T.V.",
        TITLE = "Instance-Level Few-Shot Learning With Class Hierarchy Mining",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "2374-2385",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115742"}

@article{bb119577,
        AUTHOR = "Shao, S. and Xing, L. and Wang, Y.J. and Liu, B. and Liu, W.F. and Zhou, Y.C.",
        TITLE = "Attention-Based Multi-View Feature Collaboration for Decoupled
Few-Shot Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2357-2369",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115743"}

@article{bb119578,
        AUTHOR = "Xu, C.M. and Liu, C. and Sun, X.W. and Yang, S. and Wang, Y. and Wang, C.J. and Fu, Y.W.",
        TITLE = "PatchMix Augmentation to Identify Causal Features in Few-Shot
Learning",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "7639-7653",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115744"}

@inproceedings{bb119579,
        AUTHOR = "Sendera, M. and Przewiezlikowski, M. and Karanowski, K. and Zieba, M. and Tabor, J. and Spurek, P.",
        TITLE = "HyperShot: Few-Shot Learning by Kernel HyperNetworks",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "2468-2477",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115745"}

@inproceedings{bb119580,
        AUTHOR = "He, J. and Kortylewski, A. and Yuille, A.",
        TITLE = "CORL: Compositional Representation Learning for Few-Shot
Classification",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "3879-3888",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115746"}

@inproceedings{bb119581,
        AUTHOR = "Subramanyam, R. and Heimann, M. and Jayram, T.S. and Anirudh, R. and Thiagarajan, J.J.",
        TITLE = "Contrastive Knowledge-Augmented Meta-Learning for Few-Shot
Classification",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "2478-2486",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115747"}

@inproceedings{bb119582,
        AUTHOR = "He, X. and Li, F.Z.",
        TITLE = "Task-adaptive Few-shot Learning on Sphere Manifold",
        BOOKTITLE = "ICPR22",
        YEAR = "2022",
        PAGES = "2949-2956",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115748"}

@inproceedings{bb119583,
        AUTHOR = "Ma, Y.X. and Li, F.Z.",
        TITLE = "Self-Challenging Mask for Cross-Domain Few-Shot Classification",
        BOOKTITLE = "ICPR22",
        YEAR = "2022",
        PAGES = "4456-4453",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115749"}

@inproceedings{bb119584,
        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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115750"}

@inproceedings{bb119585,
        AUTHOR = "Zhang, T. and Huang, W.",
        TITLE = "Kernel Relative-prototype Spectral Filtering for Few-Shot Learning",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:541-557",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115751"}

@inproceedings{bb119586,
        AUTHOR = "Nguyen, K.D. and Tran, Q.H. and Nguyen, K. and Hua, B.S. and Nguyen, R.",
        TITLE = "Inductive and Transductive Few-Shot Video Classification via Appearance
and Temporal Alignments",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:471-487",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115752"}

@inproceedings{bb119587,
        AUTHOR = "Zhang, M. and Huang, S. and Li, W.B. and Wang, D.L.",
        TITLE = "Tree Structure-Aware Few-Shot Image Classification via Hierarchical
Aggregation",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:453-470",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115753"}

@inproceedings{bb119588,
        AUTHOR = "Chen, W.T. and Zhang, Z. and Wang, W. and Wang, L. and Wang, Z. and Tan, T.N.",
        TITLE = "Cross-Domain Cross-Set Few-Shot Learning via Learning Compact and
Aligned Representations",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:383-399",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115754"}

@inproceedings{bb119589,
        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",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115755"}

@inproceedings{bb119590,
        AUTHOR = "Yang, Z.Y. and Wang, J.H. and Zhu, Y.Y.",
        TITLE = "Few-Shot Classification with Contrastive Learning",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:293-309",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115756"}

@inproceedings{bb119591,
        AUTHOR = "Li, H.Q. and Zhang, L. and Zhang, D. and Fu, L. and Yang, P. and Zhang, J.G.",
        TITLE = "TransVLAD: Focusing on Locally Aggregated Descriptors for Few-Shot
Learning",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:524-540",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115757"}

@inproceedings{bb119592,
        AUTHOR = "Xiang, X. and Tan, Y. and Wan, Q. and Ma, J. and Yuille, A.L. and Hager, G.D.",
        TITLE = "Coarse-To-Fine Incremental Few-Shot Learning",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XXXI:205-222",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115758"}

@inproceedings{bb119593,
        AUTHOR = "Li, S. and Liu, F. and Hao, Z. and Zhao, K. and Jiao, L.C.",
        TITLE = "Unsupervised Few-Shot Image Classification by Learning Features into
Clustering Space",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XXXI:420-436",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115759"}

@inproceedings{bb119594,
        AUTHOR = "Zhang, R. and Zhang, W. and Fang, R. and Gao, P. and Li, K.C. and Dai, J.F. and Qiao, Y. and Li, H.S.",
        TITLE = "Tip-Adapter: Training-Free Adaption of CLIP for Few-Shot Classification",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XXXV:493-510",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115760"}

@inproceedings{bb119595,
        AUTHOR = "Rhee, H.C. and Cho, N.I.",
        TITLE = "Episode Difficulty Based Sampling Method for Few-Shot Classification",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "296-300",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115761"}

@inproceedings{bb119596,
        AUTHOR = "Zarei, M.R. and Komeili, M.",
        TITLE = "Interpretable Concept-Based Prototypical Networks for Few-Shot
Learning",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "4078-4082",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115762"}

@inproceedings{bb119597,
        AUTHOR = "Shirekar, O.K. and Jamali Rad, H.",
        TITLE = "Self-Supervised Class-Cognizant Few-Shot Classification",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "976-980",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115763"}

@inproceedings{bb119598,
        AUTHOR = "Fu, M.H. and Cao, Y.H. and Wu, J.X.",
        TITLE = "Worst Case Matters for Few-Shot Recognition",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:99-115",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115764"}

@inproceedings{bb119599,
        AUTHOR = "Yi, K. and Shen, X.Q. and Gou, Y.H. and Elhoseiny, M.",
        TITLE = "Exploring Hierarchical Graph Representation for Large-Scale Zero-Shot
Image Classification",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:116-132",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT115765"}

Last update: