@inproceedings{bb143500,
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#TT139453"}
@article{bb143501,
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#TT139454"}
@article{bb143502,
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#TT139455"}
@article{bb143503,
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#TT139456"}
@article{bb143504,
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#TT139457"}
@article{bb143505,
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#TT139458"}
@article{bb143506,
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#TT139459"}
@article{bb143507,
AUTHOR = "Li, W.B. and Wang, Z. and Yang, X.S. and Dong, C.Q. and Tian, P.Z. 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#TT139460"}
@article{bb143508,
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#TT139461"}
@article{bb143509,
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#TT139462"}
@article{bb143510,
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#TT139463"}
@article{bb143511,
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#TT139464"}
@article{bb143512,
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#TT139465"}
@article{bb143513,
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#TT139466"}
@article{bb143514,
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#TT139467"}
@article{bb143515,
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#TT139468"}
@article{bb143516,
AUTHOR = "Zheng, P.X. and Guo, X. and Chen, E.Q. 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#TT139469"}
@inproceedings{bb143517,
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#TT139470"}
@article{bb143518,
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#TT139471"}
@article{bb143519,
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#TT139472"}
@article{bb143520,
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#TT139473"}
@article{bb143521,
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#TT139474"}
@article{bb143522,
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#TT139475"}
@article{bb143523,
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#TT139476"}
@article{bb143524,
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#TT139477"}
@article{bb143525,
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#TT139478"}
@article{bb143526,
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#TT139479"}
@article{bb143527,
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#TT139480"}
@article{bb143528,
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#TT139481"}
@article{bb143529,
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#TT139482"}
@article{bb143530,
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#TT139483"}
@article{bb143531,
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#TT139484"}
@article{bb143532,
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#TT139485"}
@article{bb143533,
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#TT139486"}
@article{bb143534,
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#TT139487"}
@article{bb143535,
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#TT139488"}
@article{bb143536,
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#TT139489"}
@article{bb143537,
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#TT139490"}
@article{bb143538,
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#TT139491"}
@article{bb143539,
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#TT139492"}
@article{bb143540,
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#TT139493"}
@article{bb143541,
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#TT139494"}
@article{bb143542,
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#TT139495"}
@article{bb143543,
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#TT139496"}
@article{bb143544,
AUTHOR = "Guo, Y.R. and Du, R. and Sain, A. and Liang, K.M. and Dong, Y. and Song, Y.Z. and Ma, Z.Y.",
TITLE = "Understanding Episode Hardness in Few-Shot Learning",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "1",
MONTH = "January",
PAGES = "616-633",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139497"}
@article{bb143545,
AUTHOR = "Chen, X.Y. and Wu, W.X. and Ma, L. and You, X.G. and Gao, C.X. and Sang, N. and Shao, Y.J.",
TITLE = "Exploring sample relationship for few-shot classification",
JOURNAL = PR,
VOLUME = "159",
YEAR = "2025",
PAGES = "111089",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139498"}
@article{bb143546,
AUTHOR = "Sim, C. and Kim, G.H.",
TITLE = "Cross-attention based dual-similarity network for few-shot learning",
JOURNAL = PRL,
VOLUME = "186",
YEAR = "2024",
PAGES = "1-6",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139499"}
@article{bb143547,
AUTHOR = "Shi, M.L. and Ren, J.S.",
TITLE = "Multi-branch feature transformation cross-domain few-shot learning
for hyperspectral image classification",
JOURNAL = PR,
VOLUME = "160",
YEAR = "2025",
PAGES = "111197",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139500"}
@article{bb143548,
AUTHOR = "Su, Y.L. and Liu, X.L. and Huang, Z. and He, J. and Hong, R.C. and Wang, M.",
TITLE = "Reallocating and Evolving General Knowledge for Few-Shot Learning",
JOURNAL = CirSysVideo,
VOLUME = "34",
YEAR = "2024",
NUMBER = "12",
MONTH = "December",
PAGES = "13518-13529",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139501"}
@article{bb143549,
AUTHOR = "Yin, X.T. and Wu, J. and Yang, W.F. and Zhou, X. and Zhang, S.F. and Zhang, T.Z.",
TITLE = "Hierarchy-Aware Interactive Prompt Learning for Few-Shot
Classification",
JOURNAL = CirSysVideo,
VOLUME = "34",
YEAR = "2024",
NUMBER = "12",
MONTH = "December",
PAGES = "12221-12232",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139502"}
@article{bb143550,
AUTHOR = "Song, M.C. and Yao, F.Q. and Zhong, G.Q. and Ji, Z. and Zhang, X.W.",
TITLE = "Matching Multi-Scale Feature Sets in Vision Transformer for Few-Shot
Classification",
JOURNAL = CirSysVideo,
VOLUME = "34",
YEAR = "2024",
NUMBER = "12",
MONTH = "December",
PAGES = "12638-12651",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139503"}
@article{bb143551,
AUTHOR = "Sun, J.X. and Sun, Y.H. and Shen, X.B. and Sun, Q.S.",
TITLE = "Query-Guided Prototype Optimization for Few-Shot Classification",
JOURNAL = CirSysVideo,
VOLUME = "34",
YEAR = "2024",
NUMBER = "12",
MONTH = "December",
PAGES = "12197-12209",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139504"}
@article{bb143552,
AUTHOR = "Cheng, K.H. and Yang, C. and Liu, X. and Guan, N.Y. and Wang, Z.Y.",
TITLE = "LPN: Language-Guided Prototypical Network for Few-Shot Classification",
JOURNAL = CirSysVideo,
VOLUME = "35",
YEAR = "2025",
NUMBER = "1",
MONTH = "January",
PAGES = "632-642",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139505"}
@inproceedings{bb143553,
AUTHOR = "Zhu, J.J. and Yang, K. and Qiu, C.P. and Dai, M.Y. and Guan, N.Y. and Yi, X.D.",
TITLE = "Hybrid Contrastive Prototypical Network for Few-Shot Scene
Classification",
BOOKTITLE = ICIP23,
YEAR = "2023",
PAGES = "3588-3592",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139506"}
@article{bb143554,
AUTHOR = "Peng, S. and Zhang, Z.L. and Huang, X.W. and Wang, Z.Y. and Su, S. and Cai, G.R.",
TITLE = "A robust few-shot classifier with image as set of points",
JOURNAL = IET-CV,
VOLUME = "19",
YEAR = "2025",
NUMBER = "1",
PAGES = "e12340",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139507"}
@article{bb143555,
AUTHOR = "Li, X.Y. and He, Z.H. and Zhang, L.Y. and Guo, S.J. and Hu, B. and Guo, K.",
TITLE = "CDCNet: Cross-domain few-shot learning with adaptive representation
enhancement",
JOURNAL = PR,
VOLUME = "162",
YEAR = "2025",
PAGES = "111382",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139508"}
@article{bb143556,
AUTHOR = "Li, J.C. and Ye, C.J. and Wang, F. and Pan, J.H.",
TITLE = "A robust transductive distribution calibration method for few-shot
learning",
JOURNAL = PR,
VOLUME = "163",
YEAR = "2025",
PAGES = "111488",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139509"}
@article{bb143557,
AUTHOR = "Liu, Q. and Tang, X.L. and Wang, Y. and Li, X.C. and Jiang, X.Y. and Li, W.S.",
TITLE = "Feature Transductive Distribution Optimization for Few-Shot Image
Classification",
JOURNAL = CirSysVideo,
VOLUME = "35",
YEAR = "2025",
NUMBER = "3",
MONTH = "March",
PAGES = "2230-2243",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139510"}
@article{bb143558,
AUTHOR = "Xu, H. and Zhi, S.F. and Sun, S.Z. and Patel, V. and Liu, L.",
TITLE = "Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey",
JOURNAL = Surveys,
VOLUME = "57",
YEAR = "2025",
NUMBER = "8",
MONTH = "April",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139511"}
@article{bb143559,
AUTHOR = "Zhao, X.W. and Wang, D. and Bai, S.H. and Wang, S. and Gao, Y.J. and Liang, Y. and Ma, Y.Q. and Liu, X.L.",
TITLE = "Inversed Pyramid Network with Spatial-adapted and Task-oriented
Tuning for few-shot learning",
JOURNAL = PR,
VOLUME = "164",
YEAR = "2025",
PAGES = "111415",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139512"}
@article{bb143560,
AUTHOR = "Zhang, Q. and Chen, L. and Shang, W.",
TITLE = "Cross Dense Feature Learning With Task Guidance for Few-Shot
Classification",
JOURNAL = CirSysVideo,
VOLUME = "35",
YEAR = "2025",
NUMBER = "4",
MONTH = "April",
PAGES = "3438-3449",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139513"}
@article{bb143561,
AUTHOR = "Xiao, T. and Xia, Y.Q. and Tang, R.Q. and Du, W.L. and Wang, Z.",
TITLE = "Fusion of global and adaptive local information for few-shot image
classification",
JOURNAL = PR,
VOLUME = "168",
YEAR = "2025",
PAGES = "111802",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139514"}
@article{bb143562,
AUTHOR = "Li, X.X. and Wang, L. and Zhu, R. and Ma, Z.Y. and Cao, J. and Xue, J.H.",
TITLE = "SRML: Structure-relation mutual learning network for few-shot image
classification",
JOURNAL = PR,
VOLUME = "168",
YEAR = "2025",
PAGES = "111822",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139515"}
@article{bb143563,
AUTHOR = "Lee, S.B. and Moon, W.J. and Seong, H.S. and Heo, J.P.",
TITLE = "Task-Oriented Channel Attention for Fine-Grained Few-Shot
Classification",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "3",
MONTH = "March",
PAGES = "1448-1463",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139516"}
@inproceedings{bb143564,
AUTHOR = "Lee, S.B. and Moon, W.J. and Heo, J.P.",
TITLE = "Task Discrepancy Maximization for Fine-grained Few-Shot
Classification",
BOOKTITLE = CVPR22,
YEAR = "2022",
PAGES = "5321-5330",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139517"}
@article{bb143565,
AUTHOR = "Chen, J.X. and Wu, G.X. and Li, H.X. and Chen, J.K. and Zhang, W.T. and Zheng, W.S. and Wang, R.X.",
TITLE = "DAT: Dual-Branch Adapter-Tuning for Few-Shot Recognition",
JOURNAL = CirSysVideo,
VOLUME = "35",
YEAR = "2025",
NUMBER = "7",
MONTH = "July",
PAGES = "7143-7154",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139518"}
@article{bb143566,
AUTHOR = "Wang, X.X. and Wang, L. and Su, Y.T. and Tian, H. and Jin, G.Q. and Liu, A.A.",
TITLE = "Few-Shot In-Context Learning for Implicit Semantic Multimodal Content
Detection and Interpretation",
JOURNAL = CirSysVideo,
VOLUME = "35",
YEAR = "2025",
NUMBER = "9",
MONTH = "September",
PAGES = "9545-9558",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139519"}
@article{bb143567,
AUTHOR = "Wan, Q. and Wang, M. and Shan, W.F. and Wang, B. and Zhang, L. and Leng, Z.X. and Yan, B.C. and Xu, Y.L. and Chen, H.L.",
TITLE = "Meta-Learning With Task-Adaptive Selection",
JOURNAL = CirSysVideo,
VOLUME = "35",
YEAR = "2025",
NUMBER = "9",
MONTH = "September",
PAGES = "8627-8638",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139520"}
@article{bb143568,
AUTHOR = "Zhang, J. and Song, J.K. and Gao, L. and Sebe, N. and Shen, H.T.",
TITLE = "Reliable Few-Shot Learning Under Dual Noises",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "10",
MONTH = "October",
PAGES = "9005-9022",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139521"}
@article{bb143569,
AUTHOR = "Shao, T. and Tian, Z. and Wang, J.H. and Su, J.",
TITLE = "BFRA: A Bi-Level Feature Relation Alignment Method for Cross-Domain
Few-Shot Learning",
JOURNAL = CirSysVideo,
VOLUME = "35",
YEAR = "2025",
NUMBER = "10",
MONTH = "October",
PAGES = "10450-10464",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139522"}
@article{bb143570,
AUTHOR = "Jia, Y. and Zhou, Q. and Gao, J.Y. and Li, Q. and Wang, Q.",
TITLE = "Like Humans to Few-Shot Learning Through Knowledge Permeation of
Visual and Language",
JOURNAL = MultMed,
VOLUME = "27",
YEAR = "2025",
PAGES = "7905-7916",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139523"}
@article{bb143571,
AUTHOR = "Wang, C.J. and Nie, Q. and Chen, Y. and Li, J.L. and Liu, Y. and Jiang, X. and Ge, Y.Q. and Wu, Y.S. and Zheng, F. and Ma, L.Z.",
TITLE = "Towards Balanced Representation Learning with Semantic Anchor
Regularization",
JOURNAL = IJCV,
VOLUME = "133",
YEAR = "2025",
NUMBER = "10",
MONTH = "October",
PAGES = "7293-7311",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139524"}
@inproceedings{bb143572,
AUTHOR = "Hu, T. and Zhang, J.N. and Liu, L. and Yi, R. and Kou, S.Q. and Zhu, H.K. and Chen, X. and Wang, Y.B. and Wang, C.J. and Ma, L.Z.",
TITLE = "Phasic Content Fusing Diffusion Model with Directional Distribution
Consistency for Few-Shot Model Adaption",
BOOKTITLE = ICCV23,
YEAR = "2023",
PAGES = "2406-2415",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139525"}
@article{bb143573,
AUTHOR = "Ren, J. and An, Y.H. and Lei, T. and Yang, J. and Zhang, W. and Pan, Z.C. and Liao, Y. and Gao, Y.S. and Sun, C.M. and Zhang, W.C.",
TITLE = "Adaptive feature selection-based feature reconstruction network for
few-shot learning",
JOURNAL = PR,
VOLUME = "171",
YEAR = "2026",
PAGES = "112289",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139526"}
@article{bb143574,
AUTHOR = "Zhao, J. and Kong, L. and Sun, D. and Xiong, D. and Lv, J.C.",
TITLE = "Mining fine-grained attributes for vision-semantics integration in
few-shot learning",
JOURNAL = IVC,
VOLUME = "163",
YEAR = "2025",
PAGES = "105739",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139527"}
@article{bb143575,
AUTHOR = "Jiang, W.H. and Liu, C. and He, K.",
TITLE = "Intra-Task Mutual Attention-Based Vision Transformer for Few-Shot
Learning",
JOURNAL = CirSysVideo,
VOLUME = "35",
YEAR = "2025",
NUMBER = "11",
MONTH = "November",
PAGES = "11028-11040",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139528"}
@article{bb143576,
AUTHOR = "Qi, C.F. and Ye, C. and Lin, W. and Liu, Z. and Qiu, J.B.",
TITLE = "BinoHeM: Binocular Singular Hellinger Metametric for Fine-Grained
Few-Shot Classification",
JOURNAL = IP,
VOLUME = "34",
YEAR = "2025",
PAGES = "7264-7277",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139529"}
@article{bb143577,
AUTHOR = "Einbinder, B.S. and Ringel, L. and Romano, Y.",
TITLE = "Semi-Supervised Risk Control via Prediction-Powered Inference",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "12",
MONTH = "December",
PAGES = "11080-11090",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139530"}
@article{bb143578,
AUTHOR = "Chen, R. and Jiang, W. and Zhu, J.B. and Geng, J.",
TITLE = "Scale parallax network for few-shot learning",
JOURNAL = PR,
VOLUME = "172",
YEAR = "2026",
PAGES = "112504",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139531"}
@article{bb143579,
AUTHOR = "Xie, Y.Z. and Qiu, M. and Wang, Y.T. and Chen, S.Y. and Fang, M. and Tang, M. and Zhang, W.",
TITLE = "MKGPL: graph prompt learning with multi-view knowledge for few-shot
recognition",
JOURNAL = PR,
VOLUME = "172",
YEAR = "2026",
PAGES = "112737",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139532"}
@article{bb143580,
AUTHOR = "Zhu, Q.Q. and Xu, M.Z. and Ma, R. and Ran, L.L. and Xue, J.Y. and Guan, Q.F.",
TITLE = "Knowledge-data-model-driven multimodal few-shot learning for
hyperspectral fine classification: Generalization across sensor,
category and scene",
JOURNAL = PandRS,
VOLUME = "233",
YEAR = "2026",
PAGES = "623-650",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139533"}
@article{bb143581,
AUTHOR = "Du, G. and Wang, H.Z. and Xu, X.T. and Yan, Y. and Li, X.L.",
TITLE = "TCFF-Adapter: Text-Driven Adaption of CLIP for Few-Shot Image
Classification",
JOURNAL = CirSysVideo,
VOLUME = "36",
YEAR = "2026",
NUMBER = "2",
MONTH = "February",
PAGES = "2332-2343",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139534"}
@article{bb143582,
AUTHOR = "Guo, M.F. and Wang, J.H. and Xu, Q. and Jiang, B. and Luo, B.",
TITLE = "Entropy calibrated prototype embedding for transductive few-shot
learning",
JOURNAL = PRL,
VOLUME = "201",
YEAR = "2026",
PAGES = "138-144",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139535"}
@article{bb143583,
AUTHOR = "Zhang, Y.C. and Wang, H. and Zhang, S. and Leng, B.",
TITLE = "CrossHypergraph:
Consistent High-Order Semantic Network for Few-Shot Image Classification",
JOURNAL = MultMed,
VOLUME = "28",
YEAR = "2026",
PAGES = "1277-1288",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139536"}
@article{bb143584,
AUTHOR = "Zhu, Y. and Qu, J.H. and Dong, W.Q. and Li, Y.S.",
TITLE = "Fusion-Driven Task Mutual-Guidance Network for Few-Shot Hyperspectral
Image Classification",
JOURNAL = MultMed,
VOLUME = "28",
YEAR = "2026",
PAGES = "1211-1225",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139537"}
@article{bb143585,
AUTHOR = "Wang, S. and Qi, T.Y. and Zhu, X.Y. and Hao, Y.B. and Zhu, B. and Zhang, H.W. and Wang, M.",
TITLE = "Hybrid Granularity Distribution Estimation for Few-Shot Learning:
Statistics Transfer From Categories and Instances",
JOURNAL = IP,
VOLUME = "35",
YEAR = "2026",
PAGES = "2080-2093",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139538"}
@article{bb143586,
AUTHOR = "Yang, X. and Xie, W. and Peng, P. and Wen, J. and Lu, X.H.",
TITLE = "Cross-modal mapping: Mitigating the modality gap for few-shot
classification",
JOURNAL = PR,
VOLUME = "176",
YEAR = "2026",
PAGES = "113285",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139539"}
@article{bb143587,
AUTHOR = "Wu, Z.P. and Huai, L. and Liu, T. and Shangguan, Z. and Li, W.B. and Gao, Y. and Jiang, X.Q.",
TITLE = "Unsupervised few-shot learning with object-aware and
attribute-consistent augmentation",
JOURNAL = PR,
VOLUME = "178",
YEAR = "2026",
PAGES = "113409",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139540"}
@article{bb143588,
AUTHOR = "Zheng, J. and Li, M. and Chen, H. and Zhang, P. and Wu, Y.",
TITLE = "Adaptive Weighted Mutual Nearest Neighbor Network With Support-Query
Collaborative Feature Reconstruction for Few-Shot SAR Target
Classification",
JOURNAL = CirSysVideo,
VOLUME = "36",
YEAR = "2026",
NUMBER = "6",
MONTH = "June",
PAGES = "7702-7718",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139541"}
@article{bb143589,
AUTHOR = "Liu, Q. and Tang, X. and Li, X.C. and Wang, Y. and Deng, W. and Chen, Q.",
TITLE = "Style-Guided Source Data Augmentation and Target Feature Optimization
for Cross-Domain Few-Shot Image Classification",
JOURNAL = CirSysVideo,
VOLUME = "36",
YEAR = "2026",
NUMBER = "6",
MONTH = "June",
PAGES = "7860-7875",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139542"}
@article{bb143590,
AUTHOR = "Tang, S. and Luo, G.M. and Ye, X.C. and Xia, Z.Y.",
TITLE = "Harnessing the power of local representations for few-shot
classification",
JOURNAL = PR,
VOLUME = "179",
YEAR = "2026",
PAGES = "113597",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139543"}
@article{bb143591,
AUTHOR = "Jiang, W.H. and Cui, H.Y. and He, K.",
TITLE = "Class-relevant patch embedding selection for few-shot image
classification",
JOURNAL = IVC,
VOLUME = "172",
YEAR = "2026",
PAGES = "106031",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139544"}
@article{bb143592,
AUTHOR = "Zhang, J. and Luo, X. and Gao, L. and Zou, D. and Shen, H.T. and Song, J.K.",
TITLE = "From Channel Bias to Feature Redundancy: Uncovering the 'Less is
More' Principle in Few-Shot Learning",
JOURNAL = PAMI,
VOLUME = "48",
YEAR = "2026",
NUMBER = "8",
MONTH = "August",
PAGES = "8866-8881",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139545"}
@article{bb143593,
AUTHOR = "Zheng, Y.F. and Wang, S.S. and Gao, Y.S. and Liu, D.",
TITLE = "T2Net: Taxonomy-Guided Tree-Structured Prompt Learning for Few-Shot
Remote Sensing Scene Classification",
JOURNAL = PandRS,
VOLUME = "239",
YEAR = "2026",
PAGES = "510-523",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139546"}
@inproceedings{bb143594,
AUTHOR = "Wu, T. and Kobayashi, T.",
TITLE = "Geometric Mean Improves Loss For Few-Shot Learning",
BOOKTITLE = ICIP25,
YEAR = "2025",
PAGES = "1900-1905",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139547"}
@inproceedings{bb143595,
AUTHOR = "Rodenas, J. and Aguilar, E. and Radeva, P.",
TITLE = "Slot Attention-Based Feature Filtering for Few-Shot Learning",
BOOKTITLE = LXCV25,
YEAR = "2025",
PAGES = "30-40",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139548"}
@inproceedings{bb143596,
AUTHOR = "Rodenas, J. and Aguilar, E. and Radeva, P.",
TITLE = "Stochastic-Based Patch Filtering for Few-Shot Learning",
BOOKTITLE = "MTF25",
YEAR = "2025",
PAGES = "440-449",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139549"}
@inproceedings{bb143597,
AUTHOR = "Khan, B. and Qureshi, R. and Durrani, N.M. and Syed, T.Q.",
TITLE = "Confidence-Calibrated Covariate Shift Correction for Few-Shot
Classification in Vision-Language Models",
BOOKTITLE = DomainFuture25,
YEAR = "2025",
PAGES = "01-13",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139550"}
@inproceedings{bb143598,
AUTHOR = "Zhou, L. and Shakeri, F. and Sadraoui, A. and Kaaniche, M. and Pesquet, J.C. and Ayed, I.B.",
TITLE = "UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning",
BOOKTITLE = CVPR25,
YEAR = "2025",
PAGES = "9665-9675",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139551"}
@inproceedings{bb143599,
AUTHOR = "Li, R. and Trapp, M. and Klasson, M. and Solin, A.",
TITLE = "Flatness Improves Backbone Generalisation in Few-Shot Classification",
BOOKTITLE = WACV25,
YEAR = "2025",
PAGES = "1072-1089",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT139552"}
Last update:Aug 19, 2026 at 13:26:35