@inproceedings{bb142400,
        AUTHOR = "Bateni, P. and Goyal, R. and Masrani, V. and Wood, F. and Sigal, L.",
        TITLE = "Improved Few-Shot Visual Classification",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "14481-14490",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138356"}

@inproceedings{bb142401,
        AUTHOR = "Xue, Z. and Xie, Z. and Xing, Z. and Duan, L.",
        TITLE = "Relative Position and Map Networks in Few-shot Learning for Image
Classification",
        BOOKTITLE = VL3W20,
        YEAR = "2020",
        PAGES = "4032-4036",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138357"}

@inproceedings{bb142402,
        AUTHOR = "Ye, H. and Hu, H. and Zhan, D. and Sha, F.",
        TITLE = "Few-Shot Learning via Embedding Adaptation With Set-to-Set Functions",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "8805-8814",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138358"}

@inproceedings{bb142403,
        AUTHOR = "Zhou, L. and Cui, P. and Jia, X. and Yang, S. and Tian, Q.",
        TITLE = "Learning to Select Base Classes for Few-Shot Classification",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "4623-4632",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138359"}

@inproceedings{bb142404,
        AUTHOR = "Jena, R. and Halder, S.S. and Sycara, K.",
        TITLE = "MA3: Model Agnostic Adversarial Augmentation for Few Shot learning",
        BOOKTITLE = VL3W20,
        YEAR = "2020",
        PAGES = "3966-3970",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138360"}

@inproceedings{bb142405,
        AUTHOR = "Li, K. and Zhang, Y. and Li, K. and Fu, Y.",
        TITLE = "Adversarial Feature Hallucination Networks for Few-Shot Learning",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "13467-13476",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138361"}

@inproceedings{bb142406,
        AUTHOR = "Mangla, P. and Singh, M. and Sinha, A. and Kumari, N. and Balasubramanian, V.N. and Krishnamurthy, B.",
        TITLE = "Charting the Right Manifold: Manifold Mixup for Few-shot Learning",
        BOOKTITLE = WACV20,
        YEAR = "2020",
        PAGES = "2207-2216",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138362"}

@inproceedings{bb142407,
        AUTHOR = "Chen, P.F. and Yuan, M.L. and Lu, T.",
        TITLE = "Multi-scale Comparison Network for Few-shot Learning",
        BOOKTITLE = MMMod20,
        YEAR = "2020",
        PAGES = "II:3-13",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138363"}

@inproceedings{bb142408,
        AUTHOR = "Wang, X. and Yu, F. and Wang, R. and Darrell, T.J. and Gonzalez, J.E.",
        TITLE = "TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "1831-1840",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138364"}

@inproceedings{bb142409,
        AUTHOR = "Zhang, H.G. and Zhang, J. and Koniusz, P.",
        TITLE = "Few-Shot Learning via Saliency-Guided Hallucination of Samples",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "2765-2774",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138365"}

@inproceedings{bb142410,
        AUTHOR = "Wu, Z.H. and Shi, X.X. and Lin, G.S. and Cai, J.F.",
        TITLE = "Learning Meta-class Memory for Few-Shot Semantic Segmentation",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "497-506",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138366"}

@inproceedings{bb142411,
        AUTHOR = "Zhang, C. and Lin, G.S. and Liu, F.Y. and Yao, R. and Shen, C.H.",
        TITLE = "CANet: Class-Agnostic Segmentation Networks with Iterative Refinement
and Attentive Few-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "5212-5221",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138367"}

@inproceedings{bb142412,
        AUTHOR = "Chu, W.H. and Li, Y.J. and Chang, J.C. and Wang, Y.C.A.F.",
        TITLE = "Spot and Learn: A Maximum-Entropy Patch Sampler for Few-Shot Image
Classification",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "6244-6253",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138368"}

@inproceedings{bb142413,
        AUTHOR = "Alfassy, A. and Karlinsky, L. and Aides, A. and Shtok, J. and Harary, S. and Feris, R.S. and Giryes, R. and Bronstein, A.M.",
        TITLE = "LaSO: Label-Set Operations Networks for Multi-Label Few-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "6541-6550",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138369"}

@inproceedings{bb142414,
        AUTHOR = "Wertheimer, D. and Hariharan, B.",
        TITLE = "Few-Shot Learning With Localization in Realistic Settings",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "6551-6560",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138370"}

@inproceedings{bb142415,
        AUTHOR = "Wang, T. and Zhang, X.P. and Yuan, L. and Feng, J.S.",
        TITLE = "Few-Shot Adaptive Faster R-CNN",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "7166-7175",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138371"}

@inproceedings{bb142416,
        AUTHOR = "Fei, N.Y. and Guan, J.C. and Lu, Z.W. and Gao, Y.Z.",
        TITLE = "Few-shot Zero-shot Learning: Knowledge Transfer with Less Supervision",
        BOOKTITLE = ACCV20,
        YEAR = "2020",
        PAGES = "III:592-608",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138372"}

@inproceedings{bb142417,
        AUTHOR = "Li, A. and Luo, T. and Lu, Z.W. and Xiang, T. and Wang, L.W.",
        TITLE = "Large-Scale Few-Shot Learning: Knowledge Transfer With Class Hierarchy",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "7205-7213",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138373"}

@inproceedings{bb142418,
        AUTHOR = "Li, W.B. and Wang, L. and Xu, J.L. and Huo, J. and Gao, Y. and Luo, J.B.",
        TITLE = "Revisiting Local Descriptor Based Image-To-Class Measure for Few-Shot
Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "7253-7260",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138374"}

@inproceedings{bb142419,
        AUTHOR = "Schonfeld, E. and Ebrahimi, S. and Sinha, S. and Darrell, T.J. and Akata, Z.",
        TITLE = "Generalized Zero- and Few-Shot Learning via Aligned Variational
Autoencoders",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "8239-8247",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138375"}

@inproceedings{bb142420,
        AUTHOR = "Pastore, G. and Cermelli, F. and Xian, Y.Q. and Mancini, M. and Akata, Z. and Caputo, B.",
        TITLE = "A Closer Look at Self-training for Zero-Label Semantic Segmentation",
        BOOKTITLE = LLID21,
        YEAR = "2021",
        PAGES = "2687-2696",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138376"}

@inproceedings{bb142421,
        AUTHOR = "Xian, Y.Q. and Choudhury, S. and He, Y. and Schiele, B. and Akata, Z.",
        TITLE = "Semantic Projection Network for Zero- and Few-Label Semantic
Segmentation",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "8248-8257",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138377"}

@inproceedings{bb142422,
        AUTHOR = "Lifchitz, Y. and Avrithis, Y. and Picard, S. and Bursuc, A.",
        TITLE = "Dense Classification and Implanting for Few-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "9250-9259",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138378"}

@inproceedings{bb142423,
        AUTHOR = "Ye, M. and Guo, Y.H.",
        TITLE = "Progressive Ensemble Networks for Zero-Shot Recognition",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11720-11728",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138379"}

@inproceedings{bb142424,
        AUTHOR = "Atzmon, Y. and Chechik, G.",
        TITLE = "Adaptive Confidence Smoothing for Generalized Zero-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11663-11672",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138380"}

@inproceedings{bb142425,
        AUTHOR = "Kampffmeyer, M. and Chen, Y. and Liang, X.D. and Wang, H. and Zhang, Y.J. and Xing, E.P.",
        TITLE = "Rethinking Knowledge Graph Propagation for Zero-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11479-11488",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138381"}

@inproceedings{bb142426,
        AUTHOR = "Tong, B. and Wang, C. and Klinkigt, M. and Kobayashi, Y. and Nonaka, Y.",
        TITLE = "Hierarchical Disentanglement of Discriminative Latent Features for
Zero-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11459-11468",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138382"}

@inproceedings{bb142427,
        AUTHOR = "Hascoet, T. and Ariki, Y. and Takiguchi, T.",
        TITLE = "On Zero-Shot Recognition of Generic Objects",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "9545-9553",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138383"}

@inproceedings{bb142428,
        AUTHOR = "Xie, G.S. and Liu, L. and Jin, X.B. and Zhu, F. and Zhang, Z. and Qin, J. and Yao, Y.Z. and Shao, L.",
        TITLE = "Attentive Region Embedding Network for Zero-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "9376-9385",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138384"}

@inproceedings{bb142429,
        AUTHOR = "Xie, G.S. and Liu, L. and Zhu, F. and Zhao, F. and Zhang, Z. and Yao, Y.Z. and Qin, J. and Shao, L.",
        TITLE = "Region Graph Embedding Network for Zero-shot Learning",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "IV:562-580",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138385"}

@inproceedings{bb142430,
        AUTHOR = "Paul, A. and Krishnan, N.C. and Munjal, P.",
        TITLE = "Semantically Aligned Bias Reducing Zero Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "7049-7058",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138386"}

@inproceedings{bb142431,
        AUTHOR = "Ding, Z.M. and Liu, H.F.",
        TITLE = "Marginalized Latent Semantic Encoder for Zero-Shot Learning",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "6184-6192",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138387"}

@inproceedings{bb142432,
        AUTHOR = "Li, J. and Lan, X.G. and Liu, Y. and Wang, L. and Zheng, N.N.",
        TITLE = "Compressing Unknown Images With Product Quantizer for Efficient
Zero-Shot Classification",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "5458-5467",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605fes2.html#TT138388"}

@inproceedings{bb142433,
        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#TT138389"}

@inproceedings{bb142434,
        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#TT138390"}

@inproceedings{bb142435,
        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#TT138391"}

@inproceedings{bb142436,
        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#TT138392"}

@inproceedings{bb142437,
        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#TT138393"}

@inproceedings{bb142438,
        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#TT138394"}

@inproceedings{bb142439,
        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#TT138395"}

@inproceedings{bb142440,
        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#TT138396"}

@inproceedings{bb142441,
        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#TT138397"}

@inproceedings{bb142442,
        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#TT138398"}

@inproceedings{bb142443,
        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#TT138399"}

@inproceedings{bb142444,
        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#TT138400"}

@inproceedings{bb142445,
        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#TT138401"}

@inproceedings{bb142446,
        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#TT138402"}

@inproceedings{bb142447,
        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#TT138403"}

@inproceedings{bb142448,
        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#TT138404"}

@inproceedings{bb142449,
        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#TT138405"}

@inproceedings{bb142450,
        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#TT138406"}

@inproceedings{bb142451,
        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#TT138407"}

@inproceedings{bb142452,
        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#TT138408"}

@article{bb142453,
        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#TT138409"}

@article{bb142454,
        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#TT138410"}

@article{bb142455,
        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#TT138411"}

@article{bb142456,
        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#TT138412"}

@article{bb142457,
        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#TT138413"}

@article{bb142458,
        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#TT138414"}

@article{bb142459,
        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#TT138415"}

@inproceedings{bb142460,
        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#TT138416"}

@article{bb142461,
        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#TT138417"}

@article{bb142462,
        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#TT138418"}

@article{bb142463,
        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#TT138419"}

@article{bb142464,
        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#TT138420"}

@article{bb142465,
        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#TT138421"}

@article{bb142466,
        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#TT138422"}

@article{bb142467,
        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#TT138423"}

@article{bb142468,
        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#TT138424"}

@article{bb142469,
        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#TT138425"}

@article{bb142470,
        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#TT138426"}

@article{bb142471,
        AUTHOR = "Liu, G. and Zhao, R. and Zheng, B.",
        TITLE = "Hypergraph regularized discriminative non-negative Tucker
decomposition with label information for data clustering",
        JOURNAL = PR,
        VOLUME = "174",
        YEAR = "2026",
        PAGES = "112933",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT138427"}

@article{bb142472,
        AUTHOR = "Jiang, B.B. and Wen, J. and Wang, Z.D. and Sheng, W.G. and Yu, Z.W. and Chen, H.H. and Ding, W.P.",
        TITLE = "Scalable Semi-Supervised Learning With Discriminative Label
Propagation and Correction",
        JOURNAL = PAMI,
        VOLUME = "48",
        YEAR = "2026",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "6156-6173",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern605unsufs5.html#TT138428"}

@inproceedings{bb142473,
        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#TT138429"}

@inproceedings{bb142474,
        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#TT138430"}

@inproceedings{bb142475,
        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#TT138431"}

@inproceedings{bb142476,
        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#TT138432"}

@inproceedings{bb142477,
        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#TT138433"}

@inproceedings{bb142478,
        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#TT138434"}

@inproceedings{bb142479,
        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#TT138435"}

@inproceedings{bb142480,
        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#TT138436"}

@inproceedings{bb142481,
        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#TT138437"}

@inproceedings{bb142482,
        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#TT138438"}

@inproceedings{bb142483,
        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#TT138439"}

@inproceedings{bb142484,
        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#TT138440"}

@inproceedings{bb142485,
        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#TT138441"}

@inproceedings{bb142486,
        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#TT138442"}

@inproceedings{bb142487,
        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#TT138443"}

@inproceedings{bb142488,
        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#TT138444"}

@inproceedings{bb142489,
        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#TT138445"}

@inproceedings{bb142490,
        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#TT138446"}

@inproceedings{bb142491,
        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#TT138447"}

@inproceedings{bb142492,
        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#TT138448"}

@inproceedings{bb142493,
        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#TT138449"}

@inproceedings{bb142494,
        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#TT138450"}

@inproceedings{bb142495,
        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#TT138451"}

@inproceedings{bb142496,
        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#TT138452"}

@inproceedings{bb142497,
        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#TT138453"}

@inproceedings{bb142498,
        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#TT138454"}

@inproceedings{bb142499,
        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#TT138455"}

Last update:Jun 4, 2026 at 16:38:45