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        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#TT134305"}

@article{bb138301,
        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#TT134306"}

@article{bb138302,
        AUTHOR = "Wu, H. and Ye, G.Z. and Zhou, Z.Y. and Tian, L. and Wang, Q. and Lin, L.",
        TITLE = "Dual-View Data Hallucination With Semantic Relation Guidance for
Few-Shot Image Recognition",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "11302-11315",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134307"}

@article{bb138303,
        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#TT134308"}

@article{bb138304,
        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#TT134309"}

@article{bb138305,
        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#TT134310"}

@article{bb138306,
        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#TT134311"}

@article{bb138307,
        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#TT134312"}

@article{bb138308,
        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#TT134313"}

@article{bb138309,
        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#TT134314"}

@inproceedings{bb138310,
        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#TT134315"}

@article{bb138311,
        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#TT134316"}

@article{bb138312,
        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#TT134317"}

@article{bb138313,
        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#TT134318"}

@article{bb138314,
        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#TT134319"}

@article{bb138315,
        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#TT134320"}

@article{bb138316,
        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#TT134321"}

@article{bb138317,
        AUTHOR = "Fang, P.F. and Chen, Z.H. and Xue, H.",
        TITLE = "On inferring prototypes for multi-label few-shot learning via partial
aggregation",
        JOURNAL = PR,
        VOLUME = "164",
        YEAR = "2025",
        PAGES = "111482",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134322"}

@article{bb138318,
        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#TT134323"}

@article{bb138319,
        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#TT134324"}

@article{bb138320,
        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#TT134325"}

@article{bb138321,
        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#TT134326"}

@inproceedings{bb138322,
        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#TT134327"}

@article{bb138323,
        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#TT134328"}

@article{bb138324,
        AUTHOR = "Jia, Y. and Sun, C.C. and Gao, J.Y. and Wang, Q.",
        TITLE = "Few-shot Remote Sensing Scene Classification via Parameter-free
Attention and Region Matching",
        JOURNAL = PandRS,
        VOLUME = "227",
        YEAR = "2025",
        PAGES = "265-275",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134329"}

@article{bb138325,
        AUTHOR = "Wang, 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#TT134330"}

@article{bb138326,
        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#TT134331"}

@article{bb138327,
        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#TT134332"}

@inproceedings{bb138328,
        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#TT134333"}

@inproceedings{bb138329,
        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#TT134334"}

@inproceedings{bb138330,
        AUTHOR = "Zheng, G.T. and Ye, W.Q. and Zhang, A.",
        TITLE = "Benchmarking Spurious Bias in Few-shot Image Classifiers",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LXXX: 346-364",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134335"}

@inproceedings{bb138331,
        AUTHOR = "Kanagalingam, H. and Pathmanathan, T. and Ketheeswaran, N. and Vathanakumar, M. and Afham, M. and Rodrigo, R.",
        TITLE = "A Feature Generator for Few-shot Learning",
        BOOKTITLE = ACCV24,
        YEAR = "2024",
        PAGES = "I: 296-311",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134336"}

@inproceedings{bb138332,
        AUTHOR = "Hsieh, Y.K. and Hsieh, J.W. and Chen, Y.Y.",
        TITLE = "Class-Specific Channel Attention for Few Shot Learning",
        BOOKTITLE = ICIP24,
        YEAR = "2024",
        PAGES = "1012-1018",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134337"}

@inproceedings{bb138333,
        AUTHOR = "Hu, W.T. and Liu, J. and Wang, J.W. and Tian, H.",
        TITLE = "Meta-DM: Applications of Diffusion Models on Few-Shot Learning",
        BOOKTITLE = ICIP24,
        YEAR = "2024",
        PAGES = "773-779",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134338"}

@inproceedings{bb138334,
        AUTHOR = "Yue, Z.Q. and Zhou, P. and Hong, R.C. and Zhang, H.W. and Sun, Q.",
        TITLE = "Few-Shot Learner Parameterization by Diffusion Time-Steps",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "23263-23272",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134339"}

@inproceedings{bb138335,
        AUTHOR = "Dong, J.H. and Koniusz, P. and Chen, J.X. and Xie, X.H. and Ong, Y.S.",
        TITLE = "Adversarially Robust Few-shot Learning via Parameter Co-distillation
of Similarity and Class Concept Learners",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "28535-28544",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134340"}

@inproceedings{bb138336,
        AUTHOR = "Zhang, H. and Xu, J.Z. and Jiang, S. and He, Z.A.",
        TITLE = "Simple Semantic-Aided Few-Shot Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "28588-28597",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134341"}

@inproceedings{bb138337,
        AUTHOR = "Zhang, J. and Wu, S. and Gao, L. and Shen, H.T. and Song, J.K.",
        TITLE = "DePT: Decoupled Prompt Tuning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "12924-12933",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134342"}

@article{bb138338,
        AUTHOR = "Zhang, J.J. and Rao, Y.T. and Huang, X.S. and Li, G. and Zhou, X. and Zeng, D.",
        TITLE = "Frequency-Aware Multi-Modal Fine-Tuning for Few-Shot Open-Set Remote
Sensing Scene Classification",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "7823-7837",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134343"}

@inproceedings{bb138339,
        AUTHOR = "Moreira, G. and Marques, M. and Costeira, J.P. and Hauptmann, A.",
        TITLE = "Hyperbolic vs Euclidean Embeddings in Few-Shot Learning:
Two Sides of the Same Coin",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "2071-2079",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134344"}

@inproceedings{bb138340,
        AUTHOR = "Lee, G.Y. and Dam, T. and Poenar, D.P. and Duong, V.N. and Ferdaus, M.M.",
        TITLE = "HELA-VFA: A Hellinger Distance-Attention-based Feature Aggregation
Network for Few-Shot Classification",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "2162-2172",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134345"}

@inproceedings{bb138341,
        AUTHOR = "Feng, R. and Ji, H.B. and Zhu, Z.G. and Wang, L.",
        TITLE = "Wavelet Attention Network for Few-shot learning",
        BOOKTITLE = CVIDL23,
        YEAR = "2023",
        PAGES = "484-488",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134346"}

@inproceedings{bb138342,
        AUTHOR = "Xia, H.F. and Li, K. and Min, M.R.Q. and Ding, Z.M.",
        TITLE = "Few-Shot Video Classification via Representation Fusion and Promotion
Learning",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "19254-19263",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134347"}

@inproceedings{bb138343,
        AUTHOR = "Yi, X.Y. and Deng, J.J. and Sun, Q. and Hua, X.S. and Lim, J.H. and Zhang, H.W.",
        TITLE = "Invariant Training 2D-3D Joint Hard Samples for Few-Shot Point Cloud
Recognition",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "14417-14428",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134348"}

@inproceedings{bb138344,
        AUTHOR = "Hao, F.S. and He, F.X. and Liu, L. and Wu, F.X. and Tao, D.C. and Cheng, J.",
        TITLE = "Class-Aware Patch Embedding Adaptation for Few-Shot Image
Classification",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "18859-18869",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134349"}

@inproceedings{bb138345,
        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#TT134350"}

@inproceedings{bb138346,
        AUTHOR = "Lazarou, M. and Avrithis, Y. and Stathaki, T.",
        TITLE = "Adaptive manifold for imbalanced transductive few-shot learning",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "2286-295",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134351"}

@inproceedings{bb138347,
        AUTHOR = "Lazarou, M. and Avrithis, Y. and Ren, G.Y. and Stathaki, T.",
        TITLE = "Adaptive Anchor Label Propagation for Transductive Few-Shot Learning",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "331-335",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134352"}

@inproceedings{bb138348,
        AUTHOR = "Sun, L. and Wang, L. and Sun, J. and Okatani, T.",
        TITLE = "Prompt Prototype Learning Based on Ranking Instruction For Few-Shot
Visual Tasks",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "3235-3239",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134353"}

@inproceedings{bb138349,
        AUTHOR = "Trosten, D.J. and Chakraborty, R. and Loksc, S. and Wickstrom, K.K. and Jenssen, R. and Kampffmeyer, M.C.",
        TITLE = "Hubs and Hyperspheres: Reducing Hubness and Improving Transductive
Few-Shot Learning with Hyperspherical Embeddings",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "7527-7536",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134354"}

@inproceedings{bb138350,
        AUTHOR = "Chen, W.T. and Si, C.Y. and Zhang, Z. and Wang, L. and Wang, Z.L. and Tan, T.N.",
        TITLE = "Semantic Prompt for Few-Shot Image Recognition",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "23581-23591",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134355"}

@inproceedings{bb138351,
        AUTHOR = "Zhu, H. and Koniusz, P.",
        TITLE = "Transductive Few-Shot Learning with Prototype-Based Label Propagation
by Iterative Graph Refinement",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "23996-24006",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134356"}

@inproceedings{bb138352,
        AUTHOR = "Boudiaf, M. and Bennequin, E. and Tami, M. and Toubhans, A. and Piantanida, P. and Hudelot, C. and Ayed, I.B.",
        TITLE = "Open-Set Likelihood Maximization for Few-Shot Learning",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "24007-24016",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134357"}

@inproceedings{bb138353,
        AUTHOR = "Anvekar, T. and Bazazian, D.",
        TITLE = "GPr-Net: Geometric Prototypical Network for Point Cloud Few-Shot
Learning",
        BOOKTITLE = DLGC23,
        YEAR = "2023",
        PAGES = "4179-4188",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134358"}

@inproceedings{bb138354,
        AUTHOR = "Parmar, V. and Kingra, S.K. and Sarwar, S.S. and Li, Z.Y. and de Salvo, B. and Suri, M.",
        TITLE = "Fully-Binarized Distance Computation based On-device Few-Shot
Learning for XR applications",
        BOOKTITLE = EVW23,
        YEAR = "2023",
        PAGES = "4502-4508",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134359"}

@inproceedings{bb138355,
        AUTHOR = "Padmanabhan, D.C. and Gowda, S. and Arani, E. and Zonooz, B.",
        TITLE = "LSFSL: Leveraging Shape Information in Few-shot Learning",
        BOOKTITLE = L3D-IVU23,
        YEAR = "2023",
        PAGES = "4971-4980",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134360"}

@inproceedings{bb138356,
        AUTHOR = "Wang, R.Q. and Zheng, H. and Duan, X.Y. and Liu, J.Z. and Lu, Y.N. and Wang, T. and Xu, S. and Zhang, B.C.",
        TITLE = "Few-Shot Learning with Visual Distribution Calibration and
Cross-Modal Distribution Alignment",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "23445-23454",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134361"}

@inproceedings{bb138357,
        AUTHOR = "Zhang, R.R. and Hu, X.F. and Li, B.H. and Huang, S.Y. and Deng, H.Q. and Qiao, Y. and Gao, P. and Li, H.S.",
        TITLE = "Prompt, Generate, Then Cache: Cascade of Foundation Models Makes
Strong Few-Shot Learners",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "15211-15222",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134362"}

@inproceedings{bb138358,
        AUTHOR = "Zhang, H.G. and Torr, P.H.S. and Koniusz, P.",
        TITLE = "Improving Few-shot Learning by Spatially-aware Matching and
Crosstransformer",
        BOOKTITLE = ACCV22,
        YEAR = "2022",
        PAGES = "V:3-20",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134363"}

@inproceedings{bb138359,
        AUTHOR = "Song, K. and Wu, Y.C. and Chen, J.S. and Hu, T.Y. and Ma, H.M.",
        TITLE = "Gestalt-guided Image Understanding for Few-shot Learning",
        BOOKTITLE = ACCV22,
        YEAR = "2022",
        PAGES = "II:409-424",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134364"}

@inproceedings{bb138360,
        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#TT134365"}

@inproceedings{bb138361,
        AUTHOR = "He, J. and Kortylewski, A. and Yuille, A.L.",
        TITLE = "CORL: Compositional Representation Learning for Few-Shot
Classification",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "3879-3888",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134366"}

@inproceedings{bb138362,
        AUTHOR = "Hou, Z.J. and Kung, S.Y.",
        TITLE = "Semi-Supervised Few-Shot Learning from A Dependency-Discriminant
Perspective",
        BOOKTITLE = ECV22,
        YEAR = "2022",
        PAGES = "2816-2824",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134367"}

@inproceedings{bb138363,
        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#TT134368"}

@inproceedings{bb138364,
        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#TT134369"}

@inproceedings{bb138365,
        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#TT134370"}

@inproceedings{bb138366,
        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#TT134371"}

@inproceedings{bb138367,
        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#TT134372"}

@inproceedings{bb138368,
        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#TT134373"}

@inproceedings{bb138369,
        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#TT134374"}

@inproceedings{bb138370,
        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#TT134375"}

@inproceedings{bb138371,
        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#TT134376"}

@inproceedings{bb138372,
        AUTHOR = "Lai, J.X. and Yang, S. and Liu, W.L. and Zeng, Y. and Huang, Z.Y. and Wu, W.L. and Liu, J. and Gao, B.B. and Wang, C.J.",
        TITLE = "tSF: Transformer-Based Semantic Filter for Few-Shot Learning",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:1-19",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134377"}

@inproceedings{bb138373,
        AUTHOR = "Ma, R.K. and Fang, P.F. and Avraham, G. and Zuo, Y. and Zhu, T.Y. and Drummond, T. and Harandi, M.",
        TITLE = "Learning Instance and Task-Aware Dynamic Kernels for Few-Shot Learning",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:257-274",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134378"}

@inproceedings{bb138374,
        AUTHOR = "Comer, J.F. and Jacobson, P.L. and Hoffmann, H.",
        TITLE = "Few-Shot Image Classification Along Sparse Graphs",
        BOOKTITLE = L3D-IVU22,
        YEAR = "2022",
        PAGES = "4186-4194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134379"}

@inproceedings{bb138375,
        AUTHOR = "Ye, M. and Lin, X. and Burachas, G. and Divakaran, A. and Yao, Y.",
        TITLE = "Hybrid Consistency Training with Prototype Adaptation for Few-Shot
Learning",
        BOOKTITLE = ECV22,
        YEAR = "2022",
        PAGES = "2725-2734",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134380"}

@inproceedings{bb138376,
        AUTHOR = "Chikontwe, P. and Kim, S. and Park, S.H.",
        TITLE = "CAD: Co-Adapting Discriminative Features for Improved Few-Shot
Classification",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "14534-14543",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134381"}

@inproceedings{bb138377,
        AUTHOR = "Kang, D. and Cho, M.",
        TITLE = "Integrative Few-Shot Learning for Classification and Segmentation",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "9969-9980",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134382"}

@inproceedings{bb138378,
        AUTHOR = "Xu, J.Y. and Le, H.",
        TITLE = "Generating Representative Samples for Few-Shot Classification",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "8993-9003",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134383"}

@inproceedings{bb138379,
        AUTHOR = "Liang, K.J. and Rangrej, S.B. and Petrovic, V. and Hassner, T.",
        TITLE = "Few-shot Learning with Noisy Labels",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "9079-9088",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134384"}

@inproceedings{bb138380,
        AUTHOR = "Zhao, R.J. and Zhu, K. and Cao, Y. and Zha, Z.J.",
        TITLE = "AS-Net:
Class-Aware Assistance and Suppression Network for Few-Shot Learning",
        BOOKTITLE = MMMod22,
        YEAR = "2022",
        PAGES = "II:27-39",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134385"}

@inproceedings{bb138381,
        AUTHOR = "Massiceti, D. and Zintgraf, L. and Bronskill, J. and Theodorou, L. and Harris, M.T. and Cutrell, E. and Morrison, C. and Hofmann, K. and Stumpf, S.",
        TITLE = "ORBIT: A Real-World Few-Shot Dataset for Teachable Object Recognition",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "10798-10808",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134386"}

@inproceedings{bb138382,
        AUTHOR = "Zhang, C. and Ding, H.H. and Lin, G.S. and Li, R. and Wang, C.H. and Shen, C.H.",
        TITLE = "Meta Navigator:
Search for a Good Adaptation Policy for Few-shot Learning",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "9415-9424",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134387"}

@inproceedings{bb138383,
        AUTHOR = "Xu, J.Y. and Le, H. and Huang, M.Z. and Athar, S. and Samaras, D.",
        TITLE = "Variational Feature Disentangling for Fine-Grained Few-Shot
Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8792-8801",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134388"}

@inproceedings{bb138384,
        AUTHOR = "Zhou, Z.Q. and Qiu, X. and Xie, J.T. and Wu, J. and Zhang, C.",
        TITLE = "Binocular Mutual Learning for Improving Few-shot Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8382-8391",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134389"}

@inproceedings{bb138385,
        AUTHOR = "Qi, G.D. and Yu, H.M. and Lu, Z.H. and Li, S.Z.",
        TITLE = "Transductive Few-Shot Classification on the Oblique Manifold",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8392-8402",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134390"}

@inproceedings{bb138386,
        AUTHOR = "Wu, J. and Zhang, T.Z. and Zhang, Y.D. and Wu, F.",
        TITLE = "Task-aware Part Mining Network for Few-Shot Learning",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8413-8422",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134391"}

@inproceedings{bb138387,
        AUTHOR = "Lazarou, M. and Stathaki, T. and Avrithis, Y.",
        TITLE = "Tensor feature hallucination for few-shot learning",
        BOOKTITLE = WACV22,
        YEAR = "2022",
        PAGES = "2050-2060",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134392"}

@inproceedings{bb138388,
        AUTHOR = "Yang, P. and Ren, S.G. and Zhao, Y. and Li, P.",
        TITLE = "Calibrating CNNs for Few-Shot Meta Learning",
        BOOKTITLE = WACV22,
        YEAR = "2022",
        PAGES = "408-417",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134393"}

@inproceedings{bb138389,
        AUTHOR = "Liu, S. and Wang, Y.",
        TITLE = "Few-shot Learning with Online Self-Distillation",
        BOOKTITLE = VIPriors21,
        YEAR = "2021",
        PAGES = "1067-1070",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134394"}

@inproceedings{bb138390,
        AUTHOR = "Thai, A. and Stojanov, S. and Huang, Z.X. and Rehg, J.M.",
        TITLE = "The Surprising Positive Knowledge Transfer in Continual 3D Object
Shape Reconstruction",
        BOOKTITLE = "3DV22",
        YEAR = "2022",
        PAGES = "209-218",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134395"}

@inproceedings{bb138391,
        AUTHOR = "Stojanov, S. and Thai, A. and Rehg, J.M.",
        TITLE = "Using Shape to Categorize: Low-Shot Learning with an Explicit Shape
Bias",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "1798-1808",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134396"}

@inproceedings{bb138392,
        AUTHOR = "Tang, S.X. and Chen, D.P. and Bai, L. and Liu, K.J. and Ge, Y.X. and Ouyang, W.L.",
        TITLE = "Mutual CRF-GNN for Few-shot Learning",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "2329-2339",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134397"}

@inproceedings{bb138393,
        AUTHOR = "Chen, C.F. and Yang, X.S. and Xu, C.S. and Huang, X.H. and Ma, Z.",
        TITLE = "ECKPN: Explicit Class Knowledge Propagation Network for Transductive
Few-shot Learning",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "6592-6601",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134398"}

@inproceedings{bb138394,
        AUTHOR = "Wertheimer, D. and Tang, L. and Hariharan, B.",
        TITLE = "Few-Shot Classification with Feature Map Reconstruction Networks",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "8008-8017",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134399"}

@inproceedings{bb138395,
        AUTHOR = "Rizve, M.N. and Khan, S. and Khan, F.S. and Shah, M.",
        TITLE = "Exploring Complementary Strengths of Invariant and Equivariant
Representations for Few-Shot Learning",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "10831-10841",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134400"}

@inproceedings{bb138396,
        AUTHOR = "Zhao, Y. and Li, C.Y. and Yu, P. and Chen, C.Y.",
        TITLE = "ReMP: Rectified Metric Propagation for Few-Shot Learning",
        BOOKTITLE = LLID21,
        YEAR = "2021",
        PAGES = "2581-2590",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134401"}

@inproceedings{bb138397,
        AUTHOR = "Mazumder, P. and Singh, P. and Namboodiri, V.P.",
        TITLE = "Improving Few-Shot Learning using Composite Rotation based Auxiliary
Task",
        BOOKTITLE = WACV21,
        YEAR = "2021",
        PAGES = "2653-2662",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134402"}

@inproceedings{bb138398,
        AUTHOR = "Mazumder, P. and Singh, P. and Namboodiri, V.P.",
        TITLE = "RNNP: A Robust Few-Shot Learning Approach",
        BOOKTITLE = WACV21,
        YEAR = "2021",
        PAGES = "2663-2672",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134403"}

@inproceedings{bb138399,
        AUTHOR = "Azad, R. and Fayjie, A.R. and Kauffmann, C. and Ben Ayed, I. and Pedersoli, M. and Dolz, J.",
        TITLE = "On the Texture Bias for Few-Shot CNN Segmentation",
        BOOKTITLE = WACV21,
        YEAR = "2021",
        PAGES = "2673-2682",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT134404"}

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