@article{bb138200,
        AUTHOR = "Wu, S. and Kankanhalli, M.S. 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#TT134205"}

@article{bb138201,
        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#TT134206"}

@article{bb138202,
        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#TT134207"}

@article{bb138203,
        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#TT134208"}

@article{bb138204,
        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#TT134209"}

@article{bb138205,
        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#TT134210"}

@article{bb138206,
        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#TT134211"}

@article{bb138207,
        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#TT134212"}

@article{bb138208,
        AUTHOR = "Wang, J.Y. and Wang, X.Q. and Xing, L. and Liu, B.D. and Li, Z.M.",
        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#TT134213"}

@article{bb138209,
        AUTHOR = "Chen, H.X. and Li, H.X. and Li, Y.H. 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#TT134214"}

@article{bb138210,
        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#TT134215"}

@article{bb138211,
        AUTHOR = "Schwartz, E. and Karlinsky, L. and Feris, R.S. 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#TT134216"}

@article{bb138212,
        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#TT134217"}

@article{bb138213,
        AUTHOR = "Zhao, J.G. and Zhang, J.J. and Huang, H.X. and Zhang, J.",
        TITLE = "Enhancing Semi-Supervised Few-Shot Hyperspectral Image Classification
via Progressive Sample Selection",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "10",
        PAGES = "1747",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134218"}

@article{bb138214,
        AUTHOR = "Xi, B. and Zhang, Y. and Li, J.J. and Huang, Y. and Li, Y.S. and Li, Z. and Chanussot, J.",
        TITLE = "Transductive Few-Shot Learning With Enhanced Spectral-Spatial
Embedding for Hyperspectral Image Classification",
        JOURNAL = IP,
        VOLUME = "34",
        YEAR = "2025",
        PAGES = "854-868",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134219"}

@article{bb138215,
        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#TT134220"}

@article{bb138216,
        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#TT134221"}

@article{bb138217,
        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#TT134222"}

@inproceedings{bb138218,
        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#TT134223"}

@article{bb138219,
        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#TT134224"}

@article{bb138220,
        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#TT134225"}

@article{bb138221,
        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#TT134226"}

@article{bb138222,
        AUTHOR = "Yang, S. and Liu, F. and Chen, Z.Y.",
        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#TT134227"}

@article{bb138223,
        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#TT134228"}

@article{bb138224,
        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#TT134229"}

@article{bb138225,
        AUTHOR = "Cui, Z.Y. 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#TT134230"}

@inproceedings{bb138226,
        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#TT134231"}

@article{bb138227,
        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#TT134232"}

@article{bb138228,
        AUTHOR = "Xu, J. and Liu, B. and Xiao, Y.S.",
        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#TT134233"}

@article{bb138229,
        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#TT134234"}

@article{bb138230,
        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#TT134235"}

@article{bb138231,
        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#TT134236"}

@article{bb138232,
        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#TT134237"}

@article{bb138233,
        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#TT134238"}

@article{bb138234,
        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#TT134239"}

@article{bb138235,
        AUTHOR = "Xu, C.M. and Liu, C. and Sun, X.W. and Yang, S.Q. and Wang, Y.B. 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#TT134240"}

@article{bb138236,
        AUTHOR = "Pan, M.H. and Xin, H.Y. and Xia, C.Q. and Shen, H.B.",
        TITLE = "Few-shot classification with task-adaptive semantic feature learning",
        JOURNAL = PR,
        VOLUME = "141",
        YEAR = "2023",
        PAGES = "109594",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134241"}

@article{bb138237,
        AUTHOR = "Pan, M.H. and Xin, H.Y. and Shen, H.B.",
        TITLE = "Semantic-Based Implicit Feature Transform for Few-Shot Classification",
        JOURNAL = IJCV,
        VOLUME = "132",
        YEAR = "2024",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "5014-5029",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134242"}

@article{bb138238,
        AUTHOR = "Zhang, H.G. and Li, H.D. and Koniusz, P.",
        TITLE = "Multi-Level Second-Order Few-Shot Learning",
        JOURNAL = MultMed,
        VOLUME = "25",
        YEAR = "2023",
        PAGES = "2111-2126",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134243"}

@inproceedings{bb138239,
        AUTHOR = "Zhang, H.G. and Koniusz, P.",
        TITLE = "Power Normalizing Second-Order Similarity Network for Few-Shot
Learning",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "1185-1193",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134244"}

@article{bb138240,
        AUTHOR = "Shi, B. and Li, W.B. and Huo, J. and Zhu, P.F. and Wang, L. and Gao, Y.",
        TITLE = "Global- and local-aware feature augmentation with semantic
orthogonality for few-shot image classification",
        JOURNAL = PR,
        VOLUME = "142",
        YEAR = "2023",
        PAGES = "109702",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134245"}

@inproceedings{bb138241,
        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#TT134246"}

@article{bb138242,
        AUTHOR = "Chen, J.J. and Zhuo, L.H. and Wei, Z.P. and Zhang, H. and Fu, H.Z. and Jiang, Y.G.",
        TITLE = "Knowledge driven weights estimation for large-scale few-shot image
recognition",
        JOURNAL = PR,
        VOLUME = "142",
        YEAR = "2023",
        PAGES = "109668",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134247"}

@article{bb138243,
        AUTHOR = "Shao, Y.J. and Wu, W.X. and You, X.G. and Gao, C.X. and Sang, N.",
        TITLE = "Improving the Generalization of MAML in Few-Shot Classification via
Bi-Level Constraint",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "3284-3295",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134248"}

@article{bb138244,
        AUTHOR = "Zha, Z. and Tang, H. and Sun, Y.L. and Tang, J.H.",
        TITLE = "Boosting Few-Shot Fine-Grained Recognition With Background
Suppression and Foreground Alignment",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "3947-3961",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134249"}

@article{bb138245,
        AUTHOR = "Wang, S.M. and Ma, R. and Wu, T. and Cao, Y.",
        TITLE = "P3DC-shot: Prior-driven discrete data calibration for
nearest-neighbor few-shot classification",
        JOURNAL = IVC,
        VOLUME = "136",
        YEAR = "2023",
        PAGES = "104736",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134250"}

@article{bb138246,
        AUTHOR = "Hu, Z.X. and Shen, L. and Lai, S. and Yuan, C.",
        TITLE = "Task-Adaptive Feature Disentanglement and Hallucination for Few-Shot
Classification",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "3638-3648",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134251"}

@article{bb138247,
        AUTHOR = "Dang, Z.H. and Luo, M. and Jia, C.Y. and Yan, C.X. and Chang, X.J. and Zheng, Q.H.",
        TITLE = "Counterfactual Generation Framework for Few-Shot Learning",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "3747-3758",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134252"}

@article{bb138248,
        AUTHOR = "Song, Y.S. and Wang, T. and Cai, P. and Mondal, S.K. and Sahoo, J.P.",
        TITLE = "A Comprehensive Survey of Few-Shot Learning:
Evolution, Applications, Challenges, and Opportunities",
        JOURNAL = Surveys,
        VOLUME = "55",
        YEAR = "2023",
        NUMBER = "13s",
        MONTH = "July",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134253"}

@article{bb138249,
        AUTHOR = "Cao, J.Z. and Yao, Z.J. and Yu, L.G. and Ling, B.W.K.",
        TITLE = "WPE: Weighted prototype estimation for few-shot learning",
        JOURNAL = IVC,
        VOLUME = "137",
        YEAR = "2023",
        PAGES = "104757",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134254"}

@article{bb138250,
        AUTHOR = "Wu, Y.Q. and Li, Y.F. and Zhao, T.Z. and Zhang, L.L. and Wei, B. and Liu, J. and Zheng, Q.H.",
        TITLE = "Improved prototypical network for active few-shot learning",
        JOURNAL = PRL,
        VOLUME = "172",
        YEAR = "2023",
        PAGES = "188-194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134255"}

@article{bb138251,
        AUTHOR = "Zhang, B.Q. and Li, X. and Ye, Y.M. and Feng, S.S.",
        TITLE = "Prototype Completion for Few-Shot Learning",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "12250-12268",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134256"}

@inproceedings{bb138252,
        AUTHOR = "Zhang, B.Q. and Li, X. and Ye, Y.M. and Huang, Z.C. and Zhang, L.S.",
        TITLE = "Prototype Completion with Primitive Knowledge for Few-Shot Learning",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "3753-3761",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134257"}

@article{bb138253,
        AUTHOR = "Fan, C.Y. and Hu, J.J. and Huang, J.W.",
        TITLE = "Few-Shot Multi-Agent Perception with Ranking-Based Feature Learning",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "11810-11823",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134258"}

@article{bb138254,
        AUTHOR = "Zhou, Z.Y. and Luo, L. and Liao, Q. and Liu, X.W. and Zhu, E.",
        TITLE = "Improving Embedding Generalization in Few-Shot Learning With Instance
Neighbor Constraints",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "5197-5208",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134259"}

@article{bb138255,
        AUTHOR = "Qi, G.D. and Long, Y.Q. and Lu, Z.H. and Yu, H.M.",
        TITLE = "Causal Intervention for Few-Shot Hypothesis Adaptation",
        JOURNAL = SPLetters,
        VOLUME = "30",
        YEAR = "2023",
        PAGES = "1267-1271",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134260"}

@article{bb138256,
        AUTHOR = "Xu, R.J. and Yang, X.H. and Yao, X.X. and Tao, D.P. and Cao, W.J. and Lu, X.P. and Liu, W.F.",
        TITLE = "Self-Paced Hard Task-Example Mining for Few-Shot Classification",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "5631-5644",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134261"}

@article{bb138257,
        AUTHOR = "Wu, S.N. and Gao, X. and Hu, X.P.",
        TITLE = "Task-Oriented Feature Hallucination for Few-Shot Image Classification",
        JOURNAL = IET-IPR,
        VOLUME = "17",
        YEAR = "2023",
        NUMBER = "12",
        PAGES = "3564-3579",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134262"}

@article{bb138258,
        AUTHOR = "Deng, S. and Yu, J.G. and Wu, Z.H. and Gao, H.X. and Li, Y.S. and Yang, Y.",
        TITLE = "Learning Relative Feature Displacement for Few-Shot Open-Set
Recognition",
        JOURNAL = MultMed,
        VOLUME = "25",
        YEAR = "2023",
        PAGES = "5763-5774",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134263"}

@article{bb138259,
        AUTHOR = "Shu, Y. and Cao, Z.J. and Gao, J.H. and Wang, J.M. and Yu, P.S. and Long, M.S.",
        TITLE = "Omni-Training: Bridging Pre-Training and Meta-Training for Few-Shot
Learning",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "15275-15291",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134264"}

@article{bb138260,
        AUTHOR = "Li, W.B. and Wang, Z. and Yang, X.S. and Dong, C. and Tian, P. and Qin, T. and Huo, J. and Shi, Y.H. and Wang, L. and Gao, Y. and Luo, J.B.",
        TITLE = "LibFewShot: A Comprehensive Library for Few-Shot Learning",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "14938-14955",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134265"}

@article{bb138261,
        AUTHOR = "Park, S. and Cohen, K.M. and Simeone, O.",
        TITLE = "Few-Shot Calibration of Set Predictors via Meta-Learned
Cross-Validation-Based Conformal Prediction",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "280-291",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134266"}

@article{bb138262,
        AUTHOR = "Sun, J.X. and Shen, X.B. and Sun, Q.S.",
        TITLE = "Efficient Feature Reconstruction via l2,1-Norm Regularization for
Few-Shot Classification",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "7452-7465",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134267"}

@article{bb138263,
        AUTHOR = "Wang, X.X. and Wang, X. and Jiang, B. and Luo, B.",
        TITLE = "Few-Shot Learning Meets Transformer: Unified Query-Support
Transformers for Few-Shot Classification",
        JOURNAL = CirSysVideo,
        VOLUME = "33",
        YEAR = "2023",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "7789-7802",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134268"}

@article{bb138264,
        AUTHOR = "Wang, X.X. and Wang, X. and Jiang, B. and Tang, J. and Luo, B.",
        TITLE = "MutualFormer:
Multi-modal Representation Learning via Cross-Diffusion Attention",
        JOURNAL = IJCV,
        VOLUME = "132",
        YEAR = "2024",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "3867-3888",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134269"}

@article{bb138265,
        AUTHOR = "Hamzaoui, M. and Chapel, L. and Pham, M.T. and Lefevre, S.",
        TITLE = "Hyperbolic prototypical network for few shot remote sensing scene
classification",
        JOURNAL = PRL,
        VOLUME = "177",
        YEAR = "2024",
        PAGES = "151-156",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134270"}

@article{bb138266,
        AUTHOR = "Ye, H.J. and Ming, L. and Zhan, D.C. and Chao, W.L.",
        TITLE = "Few-Shot Learning With a Strong Teacher",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "1425-1440",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134271"}

@article{bb138267,
        AUTHOR = "Feng, R. and Ji, H.B. and Zhu, Z.G. and Wang, L.",
        TITLE = "Global Information Embedding Network for Few-Shot Learning",
        JOURNAL = SPLetters,
        VOLUME = "31",
        YEAR = "2024",
        PAGES = "501-505",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134272"}

@article{bb138268,
        AUTHOR = "Shao, S. and Wang, Y. and Liu, B. and Liu, W.F. and Wang, Y.J. and Liu, B.",
        TITLE = "FADS: Fourier-Augmentation Based Data-Shunting for Few-Shot
Classification",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "839-851",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134273"}

@article{bb138269,
        AUTHOR = "Han, M.Y. and Zhan, Y.B. and Luo, Y. and Hu, H. and Su, K. and Du, B.",
        TITLE = "Textual Enhanced Adaptive Meta-Fusion for Few-Shot Visual Recognition",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "2408-2418",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134274"}

@article{bb138270,
        AUTHOR = "Dong, Z. and Lin, B. and Xie, F.",
        TITLE = "Optimizing Few-Shot Remote Sensing Scene Classification Based on an
Improved Data Augmentation Approach",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "3",
        PAGES = "525",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134275"}

@article{bb138271,
        AUTHOR = "Zheng, P.X. and Guo, X. and Chen, E. and Qi, L. and Guan, L.",
        TITLE = "Edge-labeling based modified gated graph network for few-shot learning",
        JOURNAL = PR,
        VOLUME = "150",
        YEAR = "2024",
        PAGES = "110264",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134276"}

@inproceedings{bb138272,
        AUTHOR = "Zheng, P.X. and Guo, X. and Qi, L.",
        TITLE = "Edge-Labeling Based Directed Gated Graph Network for Few-Shot
Learning",
        BOOKTITLE = ICIP21,
        YEAR = "2021",
        PAGES = "544-548",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134277"}

@article{bb138273,
        AUTHOR = "Liu, W.D. and Wu, Z.H. and Zhao, Y. and Fang, Y.M. and Foo, C.S. and Cheng, J. and Lin, G.S.",
        TITLE = "Harmonizing Base and Novel Classes:
A Class-Contrastive Approach for Generalized Few-Shot Segmentation",
        JOURNAL = IJCV,
        VOLUME = "132",
        YEAR = "2024",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1277-1291",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134278"}

@article{bb138274,
        AUTHOR = "Wu, W.X. and Shao, Y.J. and Gao, C.X. and Xue, J.H. and Sang, N.",
        TITLE = "Query-centric distance modulator for few-shot classification",
        JOURNAL = PR,
        VOLUME = "151",
        YEAR = "2024",
        PAGES = "110380",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134279"}

@article{bb138275,
        AUTHOR = "Sun, L.Y. and Chu, W.T.",
        TITLE = "Overall positive prototype for few-shot open-set recognition",
        JOURNAL = PR,
        VOLUME = "151",
        YEAR = "2024",
        PAGES = "110400",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134280"}

@article{bb138276,
        AUTHOR = "Xu, T. and Wang, Y. and Li, J. and Du, Y.F.",
        TITLE = "Generative Adversarial Network and Mutual-Point Learning Algorithm
for Few-Shot Open-Set Classification of Hyperspectral Images",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "7",
        PAGES = "1285",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134281"}

@article{bb138277,
        AUTHOR = "Pan, M.H. and Shen, H.B.",
        TITLE = "Cross-modal de-deviation for enhancing few-shot classification",
        JOURNAL = PR,
        VOLUME = "152",
        YEAR = "2024",
        PAGES = "110475",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134282"}

@article{bb138278,
        AUTHOR = "Pan, S. and Zhang, Z.Q. and Wei, K. and Yang, X. and Deng, C.",
        TITLE = "Few-Shot Generative Model Adaptation via Style-Guided Prompt",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "7661-7672",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134283"}

@article{bb138279,
        AUTHOR = "Zhang, Z.Q. and Pan, S. and Wei, K. and Ji, J.P. and Yang, X. and Deng, C.",
        TITLE = "Few-Shot Generative Model Adaption via Optimal Kernel Modulation",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "3013-3023",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134284"}

@article{bb138280,
        AUTHOR = "Qi, L. and Xu, R.H. and Zhao, S.J. and Zheng, M.M. and Wei Qin, Y.",
        TITLE = "TMNIO: Triplet merged network with involution operators for improved
few-shot image classification",
        JOURNAL = IET-IPR,
        VOLUME = "18",
        YEAR = "2024",
        NUMBER = "6",
        PAGES = "1629-1641",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134285"}

@article{bb138281,
        AUTHOR = "Zhang, J. and Li, S.B. and Zhang, X.X. and Huang, Z.C. and Miao, H.",
        TITLE = "Transductive semantic decoupling double variational inference for
few-shot classification",
        JOURNAL = IVC,
        VOLUME = "146",
        YEAR = "2024",
        PAGES = "105034",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134286"}

@article{bb138282,
        AUTHOR = "Dang, Z.H. and Luo, M. and Wang, J.H. and Jia, C.Y. and Yan, C.X. and Dai, G. and Chang, X.J. and Zheng, Q.H.",
        TITLE = "Disentangled Generation With Information Bottleneck for Enhanced
Few-Shot Learning",
        JOURNAL = IP,
        VOLUME = "33",
        YEAR = "2024",
        PAGES = "3520-3535",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134287"}

@article{bb138283,
        AUTHOR = "Dang, Z.H. and Luo, M. and Jia, C.Y. and Dai, G. and Wang, J.H. and Chang, X.J. and Wang, J.D.",
        TITLE = "Disentangled Representation Learning With Transmitted Information
Bottleneck",
        JOURNAL = CirSysVideo,
        VOLUME = "34",
        YEAR = "2024",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "13297-13310",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134288"}

@article{bb138284,
        AUTHOR = "Wang, S. and Lu, J. and Xu, H.Y. and Hao, Y.B. and He, X.N.",
        TITLE = "Feature Mixture on Pre-Trained Model for Few-Shot Learning",
        JOURNAL = IP,
        VOLUME = "33",
        YEAR = "2024",
        PAGES = "4104-4115",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134289"}

@article{bb138285,
        AUTHOR = "Cai, A.P. and Chen, L.T. and Chen, Y.Q. and He, Z.Y. and Tao, S.Q. and Zhou, C.",
        TITLE = "Adaptive attribute distribution similarity for few-shot learning",
        JOURNAL = IVC,
        VOLUME = "148",
        YEAR = "2024",
        PAGES = "105118",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134290"}

@article{bb138286,
        AUTHOR = "Wu, J. and Wang, S.P. and Sun, J.",
        TITLE = "AMMD: Attentive maximum mean discrepancy for few-shot image
classification",
        JOURNAL = PR,
        VOLUME = "155",
        YEAR = "2024",
        PAGES = "110680",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134291"}

@article{bb138287,
        AUTHOR = "Liu, B.D. and Shao, S. and Zhao, C.Y. and Xing, L. and Liu, W.F. and Cao, W.J. and Zhou, Y.C.",
        TITLE = "Few-shot image classification via hybrid representation",
        JOURNAL = PR,
        VOLUME = "155",
        YEAR = "2024",
        PAGES = "110640",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134292"}

@article{bb138288,
        AUTHOR = "Wu, Q.H. and Qi, J.X. and Zhang, D. and Zhang, H.W. and Tang, J.H.",
        TITLE = "Fine-Tuning for Few-Shot Image Classification by Multimodal Prototype
Regularization",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "8543-8556",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134293"}

@article{bb138289,
        AUTHOR = "Sun, J. and Li, J.",
        TITLE = "Few-shot classification with Fork Attention Adapter",
        JOURNAL = PR,
        VOLUME = "156",
        YEAR = "2024",
        PAGES = "110805",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134294"}

@article{bb138290,
        AUTHOR = "Zhao, P. and Ye, Z.L. and Wang, L. and Liu, H.T. and Ji, X.",
        TITLE = "Multi-scale task-aware structure graph modeling for few-shot image
recognition",
        JOURNAL = PR,
        VOLUME = "156",
        YEAR = "2024",
        PAGES = "110855",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134295"}

@article{bb138291,
        AUTHOR = "Zhang, J. and Chen, M.Z. and Hu, Y.Z. and Zhang, X.Z. and Wang, Z.",
        TITLE = "BMPCN: A Bigraph Mutual Prototype Calibration Net for few-shot
classification",
        JOURNAL = PR,
        VOLUME = "156",
        YEAR = "2024",
        PAGES = "110841",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134296"}

@article{bb138292,
        AUTHOR = "Hao, T. and Zhang, Z.H. and Crabbe, M.J.C.",
        TITLE = "Few-Shot Hyperspectral Remote Sensing Image Classification via an
Ensemble of Meta-Optimizers with Update Integration",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "16",
        PAGES = "2988",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134297"}

@article{bb138293,
        AUTHOR = "Su, Y.L. and Liu, X.L. and Zhao, Y. and Hong, R.C. and Wang, M.",
        TITLE = "Partial-Tuning Based Mixed-Modal Prototypes for Few-Shot
Classification",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "9175-9186",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134298"}

@article{bb138294,
        AUTHOR = "Yang, X. and Kong, D. and Lin, R. and Wang, N.N. and Gao, X.B.",
        TITLE = "Adapting Few-Shot Classification via In-Process Defense",
        JOURNAL = IP,
        VOLUME = "33",
        YEAR = "2024",
        PAGES = "5232-5245",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134299"}

@article{bb138295,
        AUTHOR = "Zhang, R.H. and Tan, J.Y. and Cao, Z. and Xu, L.X. and Liu, Y.M. and Si, L.Y. and Sun, F.C.",
        TITLE = "Part-Aware Correlation Networks for Few-Shot Learning",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "9527-9538",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134300"}

@article{bb138296,
        AUTHOR = "Zhang, D. and Ren, Y.Y. and Liu, C. and Han, Z.G. and Wang, J.Y.",
        TITLE = "Weighted Contrastive Prototype Network for Few-Shot Hyperspectral
Image Classification with Noisy Labels",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "18",
        PAGES = "3527",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134301"}

@article{bb138297,
        AUTHOR = "Gharoun, H. and Momenifar, F. and Chen, F. and Gandomi, A.H.",
        TITLE = "Meta-learning Approaches for Few-Shot Learning:
A Survey of Recent Advances",
        JOURNAL = Surveys,
        VOLUME = "56",
        YEAR = "2024",
        NUMBER = "12",
        MONTH = "July",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134302"}

@article{bb138298,
        AUTHOR = "Zhang, B.Q. and Shan, B.Q. and Li, A. and Luo, C. and Ye, Y.M. and Li, Z.G.",
        TITLE = "ZooKT: Task-adaptive knowledge transfer of Model Zoo for few-shot
learning",
        JOURNAL = PR,
        VOLUME = "158",
        YEAR = "2025",
        PAGES = "110960",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134303"}

@article{bb138299,
        AUTHOR = "Mondal, A.K. and Tiwary, P. and Singla, P. and Prathosh, A.P.",
        TITLE = "SoLAD: Sampling Over Latent Adapter for Few Shot Generation",
        JOURNAL = SPLetters,
        VOLUME = "31",
        YEAR = "2024",
        PAGES = "3174-3178",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134304"}

Last update:Oct 6, 2025 at 14:07:43