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        AUTHOR = "Zhu, P.K. and Wang, H.X. and Saligrama, V.",
        TITLE = "Generalized Zero-Shot Recognition Based on Visually Semantic Embedding",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "2990-2998",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135102"}

@inproceedings{bb139101,
        AUTHOR = "Pal, A. and Balasubramanian, V.N.",
        TITLE = "Zero-Shot Task Transfer",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "2184-2193",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135103"}

@inproceedings{bb139102,
        AUTHOR = "Sariyildiz, M.B. and Cinbis, R.G.",
        TITLE = "Gradient Matching Generative Networks for Zero-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "2163-2173",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135104"}

@inproceedings{bb139103,
        AUTHOR = "Huang, H. and Wang, C.H. and Yu, P.S. and Wang, C.D.",
        TITLE = "Generative Dual Adversarial Network for Generalized Zero-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "801-810",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135105"}

@inproceedings{bb139104,
        AUTHOR = "Li, J.J. and Jing, M.M. and Lu, K. and Ding, Z.M. and Zhu, L. and Huang, Z.",
        TITLE = "Leveraging the Invariant Side of Generative Zero-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "7394-7403",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135106"}

@inproceedings{bb139105,
        AUTHOR = "Li, H.Y. and Eigen, D. and Dodge, S. and Zeiler, M. and Wang, X.G.",
        TITLE = "Finding Task-Relevant Features for Few-Shot Learning by Category
Traversal",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "1-10",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135107"}

@inproceedings{bb139106,
        AUTHOR = "Kim, J. and Kim, T. and Kim, S. and Yoo, C.D.",
        TITLE = "Edge-Labeling Graph Neural Network for Few-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11-20",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135108"}

@inproceedings{bb139107,
        AUTHOR = "Gidaris, S. and Komodakis, N.",
        TITLE = "Generating Classification Weights With GNN Denoising Autoencoders for
Few-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "21-30",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135109"}

@inproceedings{bb139108,
        AUTHOR = "Sun, Q.R. and Liu, Y.Y. and Chua, T.S. and Schiele, B.",
        TITLE = "Meta-Transfer Learning for Few-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "403-412",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135110"}

@inproceedings{bb139109,
        AUTHOR = "Pahde, F. and Ostapenko, O. and Hnichen, P.J. and Klein, T. and Nabi, M.",
        TITLE = "Self-Paced Adversarial Training for Multimodal Few-Shot Learning",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "218-226",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135111"}

@inproceedings{bb139110,
        AUTHOR = "Mehrotra, A. and Dukkipati, A.",
        TITLE = "Skip Residual Pairwise Networks With Learnable Comparative Functions
for Few-Shot Learning",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "886-894",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135112"}

@inproceedings{bb139111,
        AUTHOR = "Pahde, F. and Puscas, M. and Wolff, J. and Klein, T. and Sebe, N. and Nabi, M.",
        TITLE = "Low-Shot Learning From Imaginary 3D Model",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "978-985",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135113"}

@inproceedings{bb139112,
        AUTHOR = "Gidaris, S. and Komodakis, N.",
        TITLE = "Dynamic Few-Shot Visual Learning Without Forgetting",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "4367-4375",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135114"}

@inproceedings{bb139113,
        AUTHOR = "Qiao, S. and Liu, C. and Shen, W. and Yuille, A.L.",
        TITLE = "Few-Shot Image Recognition by Predicting Parameters from Activations",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "7229-7238",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135115"}

@inproceedings{bb139114,
        AUTHOR = "Wang, Y. and Girshick, R. and Hebert, M. and Hariharan, B.",
        TITLE = "Low-Shot Learning from Imaginary Data",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "7278-7286",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135116"}

@inproceedings{bb139115,
        AUTHOR = "Zhao, F. and Zhao, J. and Yan, S.C. and Feng, J.S.",
        TITLE = "Dynamic Conditional Networks for Few-Shot Learning",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "XV: 20-36",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135117"}

@inproceedings{bb139116,
        AUTHOR = "Pahde, F. and Nabi, M. and Klein, T. and Jahnichen, P.",
        TITLE = "Discriminative Hallucination for Multi-Modal Few-Shot Learning",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
        PAGES = "156-160",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135118"}

@inproceedings{bb139117,
        AUTHOR = "Qi, H. and Brown, M. and Lowe, D.G.",
        TITLE = "Low-Shot Learning with Imprinted Weights",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "5822-5830",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135119"}

@inproceedings{bb139118,
        AUTHOR = "Hariharan, B. and Girshick, R.",
        TITLE = "Low-Shot Visual Recognition by Shrinking and Hallucinating Features",
        BOOKTITLE = ICCV17,
        YEAR = "2017",
        PAGES = "3037-3046",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135120"}

@inproceedings{bb139119,
        AUTHOR = "Xu, Z. and Zhu, L. and Yang, Y.",
        TITLE = "Few-Shot Object Recognition from Machine-Labeled Web Images",
        BOOKTITLE = CVPR17,
        YEAR = "2017",
        PAGES = "5358-5366",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT135121"}

@article{bb139120,
        AUTHOR = "Huo, X.Y. and Zeng, X.P. and Wu, S. and Wong, H.S.",
        TITLE = "Attention Regularized Semi-Supervised Learning with Class-Ambiguous
Data for Image Classification",
        JOURNAL = PR,
        VOLUME = "129",
        YEAR = "2022",
        PAGES = "108727",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135122"}

@article{bb139121,
        AUTHOR = "Huo, X.Y. and Zeng, X.P. and Wu, S. and Shen, W.J. and Wong, H.S.",
        TITLE = "Collaborative Learning with Unreliability Adaptation for
Semi-Supervised Image Classification",
        JOURNAL = PR,
        VOLUME = "133",
        YEAR = "2023",
        PAGES = "109032",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135123"}

@article{bb139122,
        AUTHOR = "Li, G.J. and Yu, Z.W. and Yang, K.X. and Chen, C.L.P. and Li, X.L.",
        TITLE = "Ensemble-Enhanced Semi-Supervised Learning With Optimized Graph
Construction for High-Dimensional Data",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1103-1119",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135124"}

@article{bb139123,
        AUTHOR = "Li, J.C. and Wu, S. and Liu, C. and Yu, Z.W. and Wong, H.S.",
        TITLE = "Semi-Supervised Deep Coupled Ensemble Learning with Classification
Landmark Exploration",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        NUMBER = "1",
        PAGES = "538-550",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135125"}

@article{bb139124,
        AUTHOR = "Wu, S. and Ji, Q.J. and Wang, S.F. and Wong, H.S. and Yu, Z.W. and Xu, Y.",
        TITLE = "Semi-Supervised Image Classification With Self-Paced Cross-Task
Networks",
        JOURNAL = MultMed,
        VOLUME = "20",
        YEAR = "2018",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "851-865",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135126"}

@article{bb139125,
        AUTHOR = "Huang, S.X. and Zeng, X.P. and Wu, S. and Yu, Z.W. and Azzam, M. and Wong, H.S.",
        TITLE = "Behavior regularized prototypical networks for semi-supervised
few-shot image classification",
        JOURNAL = PR,
        VOLUME = "112",
        YEAR = "2021",
        PAGES = "107765",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135127"}

@article{bb139126,
        AUTHOR = "Zhu, L.C. and Yang, Y.",
        TITLE = "Label Independent Memory for Semi-Supervised Few-Shot Video
Classification",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "273-285",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135128"}

@inproceedings{bb139127,
        AUTHOR = "Zhu, L.C. and Yang, Y.",
        TITLE = "Compound Memory Networks for Few-Shot Video Classification",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "VII: 782-797",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135129"}

@article{bb139128,
        AUTHOR = "Zhang, B. and Ye, H.C. and Yu, G. and Wang, B. and Wu, Y. and Fan, J.Y. and Chen, T.",
        TITLE = "Sample-Centric Feature Generation for Semi-Supervised Few-Shot
Learning",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "2309-2320",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135130"}

@article{bb139129,
        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/pattern605unsufs5.html#TT135131"}

@article{bb139130,
        AUTHOR = "Liu, F. and Yang, S. and Chen, D. and Huang, H.X. and Zhou, J.",
        TITLE = "Few-shot classification guided by generalization error bound",
        JOURNAL = PR,
        VOLUME = "145",
        YEAR = "2024",
        PAGES = "109904",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135132"}

@article{bb139131,
        AUTHOR = "Clay, V. and Pipa, G. and Kuhnberger, K.U. and Konig, P.",
        TITLE = "Development of Few-Shot Learning Capabilities in Artificial Neural
Networks When Learning Through Self-Supervised Interaction",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "209-219",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135133"}

@article{bb139132,
        AUTHOR = "Gao, R.X. and Su, H. and Prasad, S. and Tang, P.",
        TITLE = "Few-shot classification with multisemantic information fusion network",
        JOURNAL = IVC,
        VOLUME = "141",
        YEAR = "2024",
        PAGES = "104869",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135134"}

@article{bb139133,
        AUTHOR = "Wei, X.S. and Xu, H.Y. and Yang, Z.W. and Duan, C.L. and Peng, Y.X.",
        TITLE = "Negatives Make a Positive: An Embarrassingly Simple Approach to
Semi-Supervised Few-Shot Learning",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "2091-2103",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135135"}

@article{bb139134,
        AUTHOR = "Liu, B. and Zhao, H.W. and Li, J. and Gao, Y.S. and Zhang, J.R.",
        TITLE = "SRL-ProtoNet: Self-supervised representation learning for few-shot
remote sensing scene classification",
        JOURNAL = IET-CV,
        VOLUME = "18",
        YEAR = "2024",
        NUMBER = "7",
        PAGES = "1034-1042",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135136"}

@article{bb139135,
        AUTHOR = "Liu, Y.K. and Luo, Z.H. and Shi, D.M.",
        TITLE = "A convex Kullback-Leibler optimization for semi-supervised few-shot
learning",
        JOURNAL = CVIU,
        VOLUME = "249",
        YEAR = "2024",
        PAGES = "104152",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135137"}

@article{bb139136,
        AUTHOR = "Lazarou, M. and Stathaki, T. and Avrithis, Y.",
        TITLE = "Exploiting unlabeled data in few-shot learning with manifold
similarity and label cleaning",
        JOURNAL = PR,
        VOLUME = "161",
        YEAR = "2025",
        PAGES = "111304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135138"}

@article{bb139137,
        AUTHOR = "Jing, K. and Ma, H. and Zhang, C. and Wen, L. and Zhang, Z.R.",
        TITLE = "Recursive Confidence Training for Pseudo-Labeling Calibration in
Semi-Supervised Few-Shot Learning",
        JOURNAL = IP,
        VOLUME = "34",
        YEAR = "2025",
        PAGES = "3194-3208",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135139"}

@inproceedings{bb139138,
        AUTHOR = "Kucuksozen, C. and Yemez, Y.",
        TITLE = "Hierarchical Compact Clustering Attention (COCA) for Unsupervised
Object-Centric Learning",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "25388-25398",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135140"}

@inproceedings{bb139139,
        AUTHOR = "Lu, Y.N. and Wen, L.J. and Liu, J.Z. and Liu, Y.J. and Tian, X.",
        TITLE = "Self-Supervision Can Be a Good Few-Shot Learner",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XIX:740-758",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135141"}

@inproceedings{bb139140,
        AUTHOR = "Dong, B. and Zhou, P. and Yan, S.C. and Zuo, W.M.",
        TITLE = "Self-Promoted Supervision for Few-Shot Transformer",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:329-347",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135142"}

@inproceedings{bb139141,
        AUTHOR = "Li, S. and Liu, F. and Hao, Z. and Zhao, K.B. and Jiao, L.C.",
        TITLE = "Unsupervised Few-Shot Image Classification by Learning Features into
Clustering Space",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XXXI:420-436",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135143"}

@inproceedings{bb139142,
        AUTHOR = "Shirekar, O.K. and Jamali Rad, H.",
        TITLE = "Self-Supervised Class-Cognizant Few-Shot Classification",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "976-980",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135144"}

@inproceedings{bb139143,
        AUTHOR = "Liu, Y. and Zhang, W.F. and Xiang, C. and Zheng, T. and Cai, D. and He, X.F.",
        TITLE = "Learning to Affiliate: Mutual Centralized Learning for Few-shot
Classification",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "14391-14400",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135145"}

@inproceedings{bb139144,
        AUTHOR = "Ling, J. and Liao, L. and Yang, M. and Shuai, J.",
        TITLE = "Semi-Supervised Few-shot Learning via Multi-Factor Clustering",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "14544-14553",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135146"}

@inproceedings{bb139145,
        AUTHOR = "Li, S. and Chen, D.D. and Chen, Y.P. and Yuan, L. and Zhang, L. and Chu, Q. and Liu, B. and Yu, N.H.",
        TITLE = "Improve Unsupervised Pretraining for Few-label Transfer",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "10181-10190",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135147"}

@inproceedings{bb139146,
        AUTHOR = "Ma, J.W. and Xie, H.C. and Han, G.X. and Chang, S.F. and Galstyan, A. and Abd Almageed, W.",
        TITLE = "Partner-Assisted Learning for Few-Shot Image Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "10553-10562",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135148"}

@inproceedings{bb139147,
        AUTHOR = "Das, R. and Wang, Y.X. and Moura, J.M.F.",
        TITLE = "On the Importance of Distractors for Few-Shot Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "9010-9020",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135149"}

@inproceedings{bb139148,
        AUTHOR = "Phoo, C.P. and Hariharan, B.",
        TITLE = "Coarsely-labeled Data for Better Few-shot Transfer",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "9032-9041",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135150"}

@inproceedings{bb139149,
        AUTHOR = "Lazarou, M. and Stathaki, T. and Avrithis, Y.",
        TITLE = "Iterative label cleaning for transductive and semi-supervised
few-shot learning",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8731-8740",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135151"}

@inproceedings{bb139150,
        AUTHOR = "Kang, D. and Kwon, H. and Min, J. and Cho, M.",
        TITLE = "Relational Embedding for Few-Shot Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8802-8813",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135152"}

@inproceedings{bb139151,
        AUTHOR = "Huang, K. and Geng, J. and Jiang, W. and Deng, X.Y. and Xu, Z.",
        TITLE = "Pseudo-loss Confidence Metric for Semi-supervised Few-shot Learning",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8651-8660",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135153"}

@inproceedings{bb139152,
        AUTHOR = "Yang, L.H. and Zhuo, W. and Qi, L. and Shi, Y.H. and Gao, Y.",
        TITLE = "Mining Latent Classes for Few-shot Segmentation",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8701-8710",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135154"}

@inproceedings{bb139153,
        AUTHOR = "Fei, N.Y. and Gao, Y.Z. and Lu, Z.W. and Xiang, T.",
        TITLE = "Z-Score Normalization, Hubness, and Few-Shot Learning",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "142-151",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135155"}

@inproceedings{bb139154,
        AUTHOR = "Zhang, X.T. and Meng, D.B. and Gouk, H. and Hospedales, T.M.",
        TITLE = "Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "631-640",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135156"}

@inproceedings{bb139155,
        AUTHOR = "Bateni, P. and Barber, J. and van de Meent, J.W. and Wood, F.",
        TITLE = "Enhancing Few-Shot Image Classification with Unlabelled Examples",
        BOOKTITLE = WACV22,
        YEAR = "2022",
        PAGES = "1597-1606",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135157"}

@inproceedings{bb139156,
        AUTHOR = "Zhang, H.G. and Koniusz, P. and Jian, S. and Li, H.D. and Torr, P.H.S.",
        TITLE = "Rethinking Class Relations: Absolute-relative Supervised and
Unsupervised Few-shot Learning",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "9427-9436",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135158"}

@inproceedings{bb139157,
        AUTHOR = "Chen, Z.Y. and Ge, J.X. and Zhan, H. and Huang, S. and Wang, D.L.",
        TITLE = "Pareto Self-Supervised Training for Few-Shot Learning",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "13658-13667",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135159"}

@inproceedings{bb139158,
        AUTHOR = "Chen, Z.T. and Maji, S. and Learned Miller, E.G.",
        TITLE = "Shot in the Dark: Few-Shot Learning with No Base-Class Labels",
        BOOKTITLE = LLID21,
        YEAR = "2021",
        PAGES = "2662-2671",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135160"}

@inproceedings{bb139159,
        AUTHOR = "Nguyen, K. and Todorovic, S.",
        TITLE = "A Self-supervised GAN for Unsupervised Few-shot Object Recognition",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "3225-3231",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135161"}

@inproceedings{bb139160,
        AUTHOR = "Liu, X.Y. and Liu, P.X. and Zong, L.L.",
        TITLE = "Transductive Prototypical Network For Few-Shot Classification",
        BOOKTITLE = ICIP20,
        YEAR = "2020",
        PAGES = "1671-1675",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135162"}

@inproceedings{bb139161,
        AUTHOR = "Su, J.C. and Maji, S. and Hariharan, B.",
        TITLE = "When Does Self-supervision Improve Few-shot Learning?",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "VII:645-666",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135163"}

@inproceedings{bb139162,
        AUTHOR = "Monnier, T. and Vincent, E. and Ponce, J. and Aubry, M.",
        TITLE = "Unsupervised Layered Image Decomposition into Object Prototypes",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8620-8630",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135164"}

@inproceedings{bb139163,
        AUTHOR = "Yu, Z. and Chen, L. and Cheng, Z. and Luo, J.",
        TITLE = "TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot
Learning",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "12853-12861",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135165"}

@inproceedings{bb139164,
        AUTHOR = "Zhu, H. and Koniusz, P.",
        TITLE = "EASE: Unsupervised Discriminant Subspace Learning for Transductive
Few-Shot Learning",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "9068-9078",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135166"}

@inproceedings{bb139165,
        AUTHOR = "Simon, C. and Koniusz, P. and Nock, R. and Harandi, M.",
        TITLE = "Adaptive Subspaces for Few-Shot Learning",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "4135-4144",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135167"}

@inproceedings{bb139166,
        AUTHOR = "Dutta, A. and Mancini, M. and Akata, Z.",
        TITLE = "Concurrent Discrimination and Alignment for Self-Supervised Feature
Learning",
        BOOKTITLE = DeepMTL21,
        YEAR = "2021",
        PAGES = "2189-2198",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT135168"}

@article{bb139167,
        AUTHOR = "Liu, G. and Zhao, L. and Fang, X.Z.",
        TITLE = "PDA: Proxy-based domain adaptation for few-shot image recognition",
        JOURNAL = IVC,
        VOLUME = "110",
        YEAR = "2021",
        PAGES = "104164",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135169"}

@article{bb139168,
        AUTHOR = "Xu, R.J. and Xing, L. and Liu, B. and Tao, D.P. and Cao, W.J. and Liu, W.F.",
        TITLE = "Cross-Domain Few-Shot classification via class-shared and
class-specific dictionaries",
        JOURNAL = PR,
        VOLUME = "144",
        YEAR = "2023",
        PAGES = "109811",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135170"}

@article{bb139169,
        AUTHOR = "Walsh, R. and Osman, I. and Shehata, M.S.",
        TITLE = "Masked Embedding Modeling With Rapid Domain Adjustment for Few-Shot
Image Classification",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "4907-4920",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135171"}

@article{bb139170,
        AUTHOR = "Tian, P.Z. and Xie, S.R.",
        TITLE = "An Adversarial Meta-Training Framework for Cross-Domain Few-Shot
Learning",
        JOURNAL = MultMed,
        VOLUME = "25",
        YEAR = "2023",
        PAGES = "6881-6891",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135172"}

@article{bb139171,
        AUTHOR = "Ji, F.F. and Yuan, X.T. and Liu, Q.S.",
        TITLE = "Soft Weight Pruning for Cross-Domain Few-Shot Learning With Unlabeled
Target Data",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "6759-6769",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135173"}

@article{bb139172,
        AUTHOR = "Zhou, F. and Wang, P. and Zhang, L. and Wei, W. and Zhang, Y.N.",
        TITLE = "Meta-Collaborative Comparison for Effective Cross-Domain Few-Shot
Learning",
        JOURNAL = PR,
        VOLUME = "156",
        YEAR = "2024",
        PAGES = "110790",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135174"}

@inproceedings{bb139173,
        AUTHOR = "Zhou, F. and Wang, P. and Zhang, L. and Wei, W. and Zhang, Y.N.",
        TITLE = "Revisiting Prototypical Network for Cross Domain Few-Shot Learning",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "20061-20070",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135175"}

@article{bb139174,
        AUTHOR = "Tang, H.J. and Yang, X.F. and Tang, D. and Dong, Y. and Zhang, L. and Xie, W.X.",
        TITLE = "Tensor-Based Few-Shot Learning for Cross-Domain Hyperspectral Image
Classification",
        JOURNAL = RS,
        VOLUME = "16",
        YEAR = "2024",
        NUMBER = "22",
        PAGES = "4149",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135176"}

@article{bb139175,
        AUTHOR = "Kong, D.C. and Yang, X. and Wang, N.N. and Gao, X.B.",
        TITLE = "Perspectives of Calibrated Adaptation for Few-Shot Cross-Domain
Classification",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "2410-2421",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135177"}

@article{bb139176,
        AUTHOR = "Wang, W. and Wang, M.Z. and Huang, C. and Wang, C. and Mu, J. and Nie, F.P. and Cao, X.C.",
        TITLE = "Optimal Graph Learning-Based Label Propagation for Cross-Domain Image
Classification",
        JOURNAL = IP,
        VOLUME = "34",
        YEAR = "2025",
        PAGES = "1529-1544",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135178"}

@article{bb139177,
        AUTHOR = "Sun, Y.P. and Chen, Q. and Wang, J. and Wang, J.D. and Li, Z.C.",
        TITLE = "Exploring Effective Factors for Improving Visual In-Context Learning",
        JOURNAL = IP,
        VOLUME = "34",
        YEAR = "2025",
        PAGES = "2147-2160",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135179"}

@article{bb139178,
        AUTHOR = "Tian, Q. and Liu, X. and Zhou, J.Z. and Zheng, Y.H. and Wan, J. and Lei, Z.",
        TITLE = "Cross-Attention With Conditional Matching for Multi-Target Domain
Adaptation",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "10918-10929",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135180"}

@article{bb139179,
        AUTHOR = "Yao, X. and Peng, X. and Gao, J.Y. and Yuan, Z.Q. and Wu, X. and Xu, C.S.",
        TITLE = "Active Cross-Modal Domain Adaptation",
        JOURNAL = MultMed,
        VOLUME = "27",
        YEAR = "2025",
        PAGES = "7974-7987",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135181"}

@inproceedings{bb139180,
        AUTHOR = "Xiao, K. and Wang, Z. and Li, J.J.",
        TITLE = "Semantic-guided Robustness Tuning for Few-shot Transfer Across Extreme
Domain Shift",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XLIX: 303-320",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135182"}

@inproceedings{bb139181,
        AUTHOR = "Tang, Y.M. and Peng, Y.X. and Meng, J. and Zheng, W.S.",
        TITLE = "Rethinking Few-shot Class-incremental Learning: Learning from Yourself",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LXI: 108-128",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135183"}

@inproceedings{bb139182,
        AUTHOR = "Yue, L. and Feng, L. and Shuai, Q.P. and Xu, L.X. and Li, Z.",
        TITLE = "Diversified Task Augmentation with Redundancy Reduction for
Cross-Domain Few-Shot Learning",
        BOOKTITLE = ICIP24,
        YEAR = "2024",
        PAGES = "631-637",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135184"}

@inproceedings{bb139183,
        AUTHOR = "Zou, Y.X. and Liu, Y.C. and Hu, Y. and Li, Y.H. and Li, R.X.",
        TITLE = "Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "23575-23584",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135185"}

@inproceedings{bb139184,
        AUTHOR = "Perera, R. and Halgamuge, S.",
        TITLE = "Discriminative Sample-Guided and Parameter-Efficient Feature Space
Adaptation for Cross-Domain Few-Shot Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "23794-23804",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135186"}

@inproceedings{bb139185,
        AUTHOR = "Xu, H. and Zhi, S.F. and Liu, L.",
        TITLE = "Cross-Domain Few-Shot Classification Via Inter-Source Stylization",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "565-569",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135187"}

@inproceedings{bb139186,
        AUTHOR = "Ma, T.Y. and Sun, Y.F. and Yang, Z.X. and Yang, Y.",
        TITLE = "ProD: Prompting-to-disentangle Domain Knowledge for Cross-domain
Few-shot Image Classification",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "19754-19763",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135188"}

@inproceedings{bb139187,
        AUTHOR = "Ma, Y.X. and Li, F.Z.",
        TITLE = "Self-Challenging Mask for Cross-Domain Few-Shot Classification",
        BOOKTITLE = "ICPR22",
        YEAR = "2022",
        PAGES = "4456-4453",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135189"}

@inproceedings{bb139188,
        AUTHOR = "Hu, Y.X. and Ma, A.J.",
        TITLE = "Adversarial Feature Augmentation for Cross-domain Few-Shot
Classification",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XX:20-37",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135190"}

@inproceedings{bb139189,
        AUTHOR = "Li, W.H. and Liu, X.L. and Bilen, H.",
        TITLE = "Cross-domain Few-shot Learning with Task-specific Adapters",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "7151-7160",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135191"}

@inproceedings{bb139190,
        AUTHOR = "Li, W.H. and Liu, X.L. and Bilen, H.",
        TITLE = "Universal Representation Learning from Multiple Domains for Few-shot
Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "9506-9515",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135192"}

@inproceedings{bb139191,
        AUTHOR = "Liu, Y.B. and Lee, J.H. and Zhu, L.C. and Chen, L. and Shi, H. and Yang, Y.",
        TITLE = "A Multi-Mode Modulator for Multi-Domain Few-Shot Classification",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "8433-8442",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135193"}

@inproceedings{bb139192,
        AUTHOR = "Liang, Z.Y. and Gu, Y. and Yang, J.",
        TITLE = "Hardmix: A Regularization Method to Mitigate the Large Shift in
Few-Shot Domain Adaptation",
        BOOKTITLE = ICIP21,
        YEAR = "2021",
        PAGES = "454-458",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135194"}

@inproceedings{bb139193,
        AUTHOR = "Yue, X.Y. and Zheng, Z.W. and Zhang, S.H. and Gao, Y. and Darrell, T.J. and Keutzer, K. and Vincentelli, A.S.",
        TITLE = "Prototypical Cross-domain Self-supervised Learning for Few-shot
Unsupervised Domain Adaptation",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "13829-13839",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135195"}

@inproceedings{bb139194,
        AUTHOR = "Sun, J. and Lapuschkin, S. and Samek, W. and Zhao, Y.Q. and Cheung, N.M. and Binder, A.",
        TITLE = "Explanation-Guided Training for Cross-Domain Few-Shot Classification",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "7609-7616",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135196"}

@inproceedings{bb139195,
        AUTHOR = "Guan, J. and Zhang, M. and Lu, Z.W.",
        TITLE = "Large-scale Cross-domain Few-shot Learning",
        BOOKTITLE = ACCV20,
        YEAR = "2020",
        PAGES = "III:474-491",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135197"}

@inproceedings{bb139196,
        AUTHOR = "Guo, Y.H. and Codella, N.C. and Karlinsky, L. and Codella, J.V. and Smith, J.R. and Saenko, K. and Rosing, T. and Feris, R.S.",
        TITLE = "A Broader Study of Cross-domain Few-shot Learning",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "XXVII:124-141",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135198"}

@inproceedings{bb139197,
        AUTHOR = "Dvornik, N. and Schmid, C. and Mairal, J.",
        TITLE = "Selecting Relevant Features from a Multi-domain Representation for
Few-shot Classification",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "X:769-786",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605cdoad4.html#TT135199"}

@article{bb139198,
        AUTHOR = "Liu, B. and Yu, X.C. and Yu, A.Z. and Zhang, P.Q. and Wan, G. and Wang, R.R.",
        TITLE = "Deep Few-Shot Learning for Hyperspectral Image Classification",
        JOURNAL = GeoRS,
        VOLUME = "57",
        YEAR = "2019",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "2290-2304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT135200"}

@article{bb139199,
        AUTHOR = "Liu, B. and Yu, A.Z. and Yu, X.C. and Wang, R.R. and Gao, K.L. and Guo, W.Y.",
        TITLE = "Deep Multiview Learning for Hyperspectral Image Classification",
        JOURNAL = GeoRS,
        VOLUME = "59",
        YEAR = "2021",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "7758-7772",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605defe3.html#TT135201"}

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