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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#TT123530"}
@article{bb127462,
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#TT123531"}
@article{bb127463,
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#TT123532"}
@article{bb127464,
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#TT123533"}
@article{bb127465,
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#TT123534"}
@article{bb127466,
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#TT123535"}
@article{bb127467,
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#TT123536"}
@article{bb127468,
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#TT123537"}
@article{bb127469,
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#TT123538"}
@article{bb127470,
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#TT123539"}
@inproceedings{bb127471,
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#TT123540"}
@article{bb127472,
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#TT123541"}
@article{bb127473,
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#TT123542"}
@article{bb127474,
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#TT123543"}
@article{bb127475,
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#TT123544"}
@article{bb127476,
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#TT123545"}
@article{bb127477,
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#TT123546"}
@article{bb127478,
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#TT123547"}
@article{bb127479,
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#TT123548"}
@inproceedings{bb127480,
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#TT123549"}
@article{bb127481,
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#TT123550"}
@article{bb127482,
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#TT123551"}
@article{bb127483,
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#TT123552"}
@article{bb127484,
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#TT123553"}
@article{bb127485,
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#TT123554"}
@article{bb127486,
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#TT123555"}
@article{bb127487,
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#TT123556"}
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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#TT123557"}
@article{bb127489,
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#TT123558"}
@article{bb127490,
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#TT123559"}
@article{bb127491,
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#TT123560"}
@inproceedings{bb127492,
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#TT123561"}
@article{bb127493,
AUTHOR = "Tan, Q. and Wu, Z.Z. and Lai, J.L. and Liang, Z.X. and Ren, Z.G.",
TITLE = "HDGN: Heat diffusion graph network for few-shot learning",
JOURNAL = PRL,
VOLUME = "171",
YEAR = "2023",
PAGES = "61-68",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT123562"}
@article{bb127494,
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#TT123563"}
@inproceedings{bb127495,
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#TT123564"}
@article{bb127496,
AUTHOR = "Chen, H. and Li, L.Y. and Hu, F.Y. and Lyu, F. and Zhao, L.Q. and Huang, K.Z. and Feng, W. and Xia, Z.P.",
TITLE = "Multi-semantic hypergraph neural network for effective few-shot
learning",
JOURNAL = PR,
VOLUME = "142",
YEAR = "2023",
PAGES = "109677",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT123565"}
@article{bb127497,
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#TT123566"}
@article{bb127498,
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#TT123567"}
@article{bb127499,
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#TT123568"}
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