@article{bb151000,
AUTHOR = "Hernandez Gonzalez, J. and Inza, I. and Lozano, J.A.",
TITLE = "Weak supervision and other non-standard classification problems:
A taxonomy",
JOURNAL = PRL,
VOLUME = "69",
YEAR = "2016",
NUMBER = "1",
PAGES = "49-55",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146918"}
@article{bb151001,
AUTHOR = "Loog, M.",
TITLE = "Contrastive Pessimistic Likelihood Estimation for Semi-Supervised
Classification",
JOURNAL = PAMI,
VOLUME = "38",
YEAR = "2016",
NUMBER = "3",
MONTH = "March",
PAGES = "462-475",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146919"}
@article{bb151002,
AUTHOR = "Gan, H.T. and Luo, Z.Z. and Fan, Y.L. and Sang, N.",
TITLE = "Enhanced manifold regularization for semi-supervised classification",
JOURNAL = JOSA-A,
VOLUME = "33",
YEAR = "2016",
NUMBER = "6",
MONTH = "June",
PAGES = "1207-1213",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146920"}
@article{bb151003,
AUTHOR = "Zhao, Z.Q. and Jiao, L.C. and Liu, F. and Zhao, J.Q. and Chen, P.H.",
TITLE = "Semisupervised Discriminant Feature Learning for SAR Image Category
via Sparse Ensemble",
JOURNAL = GeoRS,
VOLUME = "54",
YEAR = "2016",
NUMBER = "6",
MONTH = "June",
PAGES = "3532-3547",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146921"}
@article{bb151004,
AUTHOR = "Amorim, W.P. and Falcao, A.X. and Papa, J.P. and Carvalho, M.H.",
TITLE = "Improving semi-supervised learning through optimum connectivity",
JOURNAL = PR,
VOLUME = "60",
YEAR = "2016",
NUMBER = "1",
PAGES = "72-85",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146922"}
@article{bb151005,
AUTHOR = "Yu, H.B. and Lu, H.T.",
TITLE = "Orthogonal optimal reverse prediction for semi-supervised learning",
JOURNAL = PR,
VOLUME = "60",
YEAR = "2016",
NUMBER = "1",
PAGES = "908-920",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146923"}
@article{bb151006,
AUTHOR = "Song, J.K. and Gao, L.L. and Nie, F.P. and Shen, H.T. and Yan, Y. and Sebe, N.",
TITLE = "Optimized Graph Learning Using Partial Tags and Multiple Features for
Image and Video Annotation",
JOURNAL = IP,
VOLUME = "25",
YEAR = "2016",
NUMBER = "11",
MONTH = "November",
PAGES = "4999-5011",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146924"}
@inproceedings{bb151007,
AUTHOR = "Gao, L.L. and Song, J.K. and Nie, F.P. and Sebe, N. and Shen, H.T. and Yan, Y.",
TITLE = "Optimal graph learning with partial tags and multiple features for
image and video annotation",
BOOKTITLE = CVPR15,
YEAR = "2015",
PAGES = "4371-4379",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146925"}
@article{bb151008,
AUTHOR = "Song, J.K. and Gao, L.L. and Zou, F. and Yan, Y. and Sebe, N.",
TITLE = "Deep and fast: Deep learning hashing with semi-supervised graph
construction",
JOURNAL = IVC,
VOLUME = "55, Part 2",
YEAR = "2016",
NUMBER = "1",
PAGES = "101-108",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146926"}
@article{bb151009,
AUTHOR = "Zhao, Z. and Qi, W. and Han, J. and Zhang, Y. and Bai, L.F.",
TITLE = "Semi-supervised classification via discriminative sparse manifold
regularization",
JOURNAL = SP:IC,
VOLUME = "47",
YEAR = "2016",
NUMBER = "1",
PAGES = "207-217",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146927"}
@article{bb151010,
AUTHOR = "Zhao, Z. and Bai, L. and Zhang, Y. and Han, J.",
TITLE = "Classification via semi-supervised multi-random subspace sparse
representation",
JOURNAL = SIViP,
VOLUME = "13",
YEAR = "2019",
NUMBER = "7",
MONTH = "October",
PAGES = "1387-1394",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146928"}
@article{bb151011,
AUTHOR = "Liu, W.H. and Gao, C.Q. and Chang, X.J. and Wu, Q.",
TITLE = "Unified discriminating feature analysis for visual category
recognition",
JOURNAL = JVCIR,
VOLUME = "40, Part B",
YEAR = "2016",
NUMBER = "1",
PAGES = "772-778",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146929"}
@article{bb151012,
AUTHOR = "Dornaika, F. and El Traboulsi, Y.",
TITLE = "Matrix exponential based semi-supervised discriminant embedding for
image classification",
JOURNAL = PR,
VOLUME = "61",
YEAR = "2017",
NUMBER = "1",
PAGES = "92-103",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146930"}
@inproceedings{bb151013,
AUTHOR = "Dornaika, F. and Baradaaji, A. and El Traboulsi, Y.",
TITLE = "Soft Label and Discriminant Embedding Estimation for Semi-Supervised
Classification",
BOOKTITLE = ICPR21,
YEAR = "2021",
PAGES = "7250-7257",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146931"}
@inproceedings{bb151014,
AUTHOR = "Dornaika, F. and El Traboulsi, Y.",
TITLE = "Margin Based Semi-Supervised Elastic Embedding for Face Image
Analysis",
BOOKTITLE = Manifold17,
YEAR = "2017",
PAGES = "1313-1320",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146932"}
@article{bb151015,
AUTHOR = "Krijthe, J.H. and Loog, M.",
TITLE = "Robust semi-supervised least squares classification by implicit
constraints",
JOURNAL = PR,
VOLUME = "63",
YEAR = "2017",
NUMBER = "1",
PAGES = "115-126",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146933"}
@inproceedings{bb151016,
AUTHOR = "Krijthe, J.H. and Loog, M.",
TITLE = "Optimistic semi-supervised least squares classification",
BOOKTITLE = ICPR16,
YEAR = "2016",
PAGES = "1677-1682",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146934"}
@article{bb151017,
AUTHOR = "Yue, Z.S. and Meng, D.Y. and He, J. and Zhang, G.",
TITLE = "Semi-supervised learning through adaptive Laplacian graph trimming",
JOURNAL = IVC,
VOLUME = "60",
YEAR = "2017",
NUMBER = "1",
PAGES = "38-47",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146935"}
@article{bb151018,
AUTHOR = "Liu, P.C. and Yang, P.P. and Wang, C. and Huang, K.Q. and Tan, T.N.",
TITLE = "A Semi-Supervised Method for Surveillance-Based Visual Location
Recognition",
JOURNAL = Cyber,
VOLUME = "47",
YEAR = "2017",
NUMBER = "11",
MONTH = "November",
PAGES = "3719-3732",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146936"}
@inproceedings{bb151019,
AUTHOR = "Liu, P.C. and Yang, P.P. and Huang, K.Q. and Tan, T.N. and Hao, H.W.",
TITLE = "Semi-supervised Learning for Cross-Device Visual Location Recognition",
BOOKTITLE = ICPR14,
YEAR = "2014",
PAGES = "2873-2878",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146937"}
@article{bb151020,
AUTHOR = "Wang, Y.Y. and Meng, Y. and Li, Y. and Chen, S.C. and Fu, Z.Y. and Xue, H.",
TITLE = "Semi-supervised manifold regularization with adaptive graph
construction",
JOURNAL = PRL,
VOLUME = "98",
YEAR = "2017",
NUMBER = "1",
PAGES = "90-95",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146938"}
@article{bb151021,
AUTHOR = "Wigness, M. and Draper, B.A. and Beveridge, J.R.",
TITLE = "Efficient Label Collection for Image Datasets via Hierarchical
Clustering",
JOURNAL = IJCV,
VOLUME = "126",
YEAR = "2018",
NUMBER = "1",
MONTH = "January",
PAGES = "59-85",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146939"}
@inproceedings{bb151022,
AUTHOR = "Wigness, M. and Draper, B.A. and Beveridge, J.R.",
TITLE = "Efficient label collection for unlabeled image datasets",
BOOKTITLE = CVPR15,
YEAR = "2015",
PAGES = "4594-4602",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146940"}
@article{bb151023,
AUTHOR = "Jiao, Q. and Liu, Z. and Ye, L.W. and Wang, Y.",
TITLE = "Weakly labeled fine-grained classification with hierarchy
relationship of fine and coarse labels",
JOURNAL = JVCIR,
VOLUME = "63",
YEAR = "2019",
PAGES = "102584",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146941"}
@inproceedings{bb151024,
AUTHOR = "Lei, J. and Guo, Z.Y. and Wang, Y.",
TITLE = "Weakly Supervised Image Classification with Coarse and Fine Labels",
BOOKTITLE = CRV17,
YEAR = "2017",
PAGES = "240-247",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146942"}
@article{bb151025,
AUTHOR = "Cui, Y. and Jiang, J.L. and Lai, Z.H. and Hu, Z.J. and Jiang, Y.Q. and Wong, W.K.",
TITLE = "New semi-supervised classification using a multi-modal feature joint
L21-norm based sparse representation",
JOURNAL = SP:IC,
VOLUME = "65",
YEAR = "2018",
PAGES = "94-106",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146943"}
@article{bb151026,
AUTHOR = "Harvey, F.G. and Roy, J. and Kanaa, D. and Pal, C.",
TITLE = "Recurrent semi-supervised classification and constrained adversarial
generation with motion capture data",
JOURNAL = IVC,
VOLUME = "78",
YEAR = "2018",
PAGES = "42-52",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146944"}
@article{bb151027,
AUTHOR = "Roth, W. and Peharz, R. and Tschiatschek, S. and Pernkopf, F.",
TITLE = "Hybrid generative-discriminative training of Gaussian mixture models",
JOURNAL = PRL,
VOLUME = "112",
YEAR = "2018",
PAGES = "131-137",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146945"}
@article{bb151028,
AUTHOR = "Li, C.X. and Zhu, J. and Zhang, B.",
TITLE = "Max-Margin Deep Generative Models for (Semi-)Supervised Learning",
JOURNAL = PAMI,
VOLUME = "40",
YEAR = "2018",
NUMBER = "11",
MONTH = "November",
PAGES = "2762-2775",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146946"}
@inproceedings{bb151029,
AUTHOR = "Su, H. and Zhu, J. and Yin, Z.Z. and Dong, Y.P. and Zhang, B.",
TITLE = "Efficient and Robust Semi-supervised Learning Over a Sparse-Regularized
Graph",
BOOKTITLE = ECCV16,
YEAR = "2016",
PAGES = "VIII: 583-598",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146947"}
@article{bb151030,
AUTHOR = "Chen, Z. and Wang, K. and Wang, X. and Peng, P. and Izquierdo, E. and Lin, L.",
TITLE = "Deep Co-Space: Sample Mining Across Feature Transformation for
Semi-Supervised Learning",
JOURNAL = CirSysVideo,
VOLUME = "28",
YEAR = "2018",
NUMBER = "10",
MONTH = "October",
PAGES = "2667-2678",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146948"}
@article{bb151031,
AUTHOR = "Adeli, E. and Thung, K.H. and An, L. and Wu, G.R. and Shi, F. and Wang, T. and Shen, D.G.",
TITLE = "Semi-Supervised Discriminative Classification Robust to
Sample-Outliers and Feature-Noises",
JOURNAL = PAMI,
VOLUME = "41",
YEAR = "2019",
NUMBER = "2",
MONTH = "February",
PAGES = "515-522",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146949"}
@inproceedings{bb151032,
AUTHOR = "Sabokrou, M. and Khalooei, M. and Adeli, E.",
TITLE = "Self-Supervised Representation Learning via Neighborhood-Relational
Encoding",
BOOKTITLE = ICCV19,
YEAR = "2019",
PAGES = "8009-8018",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146950"}
@article{bb151033,
AUTHOR = "Lai, D.Y. and Tian, W. and Chen, L.",
TITLE = "Improving classification with semi-supervised and fine-grained
learning",
JOURNAL = PR,
VOLUME = "88",
YEAR = "2019",
PAGES = "547-556",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146951"}
@article{bb151034,
AUTHOR = "Zhang, L. and Luo, M. and Li, Z. and Nie, F. and Zhang, H. and Liu, J. and Zheng, Q.",
TITLE = "Large-Scale Robust Semisupervised Classification",
JOURNAL = Cyber,
VOLUME = "49",
YEAR = "2019",
NUMBER = "3",
MONTH = "March",
PAGES = "907-917",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146952"}
@article{bb151035,
AUTHOR = "Bi, H.X. and Sun, J. and Xu, Z.B.",
TITLE = "A Graph-Based Semisupervised Deep Learning Model for PolSAR Image
Classification",
JOURNAL = GeoRS,
VOLUME = "57",
YEAR = "2019",
NUMBER = "4",
MONTH = "April",
PAGES = "2116-2132",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146953"}
@article{bb151036,
AUTHOR = "Challa, A. and Danda, S. and Sagar, B.S.D. and Najman, L.",
TITLE = "Watersheds for Semi-Supervised Classification",
JOURNAL = SPLetters,
VOLUME = "26",
YEAR = "2019",
NUMBER = "5",
MONTH = "May",
PAGES = "720-724",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146954"}
@article{bb151037,
AUTHOR = "Wada, Y. and Su, S.Q.A. and Kumagai, W. and Kanamori, T.",
TITLE = "Robust Label Prediction via Label Propagation and Geodesic k-Nearest
Neighbor in Online Semi-Supervised Learning",
JOURNAL = IEICE,
VOLUME = "E102-D",
YEAR = "2019",
NUMBER = "8",
MONTH = "August",
PAGES = "1537-1545",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146955"}
@article{bb151038,
AUTHOR = "Li, Q.L. and Liu, W.Q. and Li, L.",
TITLE = "Self-reinforced diffusion for graph-based semi-supervised learning",
JOURNAL = PRL,
VOLUME = "125",
YEAR = "2019",
PAGES = "439-445",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146956"}
@article{bb151039,
AUTHOR = "Mei, J.H. and Jiang, X.D. and Cai, J.F.",
TITLE = "Learning local feature representation from matching, clustering and
spatial transform",
JOURNAL = JVCIR,
VOLUME = "63",
YEAR = "2019",
PAGES = "102601",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146957"}
@article{bb151040,
AUTHOR = "Qiu, S. and Nie, F. and Xu, X. and Qing, C. and Xu, D.",
TITLE = "Accelerating Flexible Manifold Embedding for Scalable Semi-Supervised
Learning",
JOURNAL = CirSysVideo,
VOLUME = "29",
YEAR = "2019",
NUMBER = "9",
MONTH = "September",
PAGES = "2786-2795",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146958"}
@article{bb151041,
AUTHOR = "Yang, J. and Shebalov, S. and Klabjan, D.",
TITLE = "Semi-Supervised Learning for Discrete Choice Models",
JOURNAL = ITS,
VOLUME = "20",
YEAR = "2019",
NUMBER = "11",
MONTH = "November",
PAGES = "4145-4159",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146959"}
@article{bb151042,
AUTHOR = "Yanev, N. and Valev, V. and Krzyzak, A. and Ben Suliman, K.",
TITLE = "Supervised classification using graph-based space partitioning",
JOURNAL = PRL,
VOLUME = "128",
YEAR = "2019",
PAGES = "122-130",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146960"}
@inproceedings{bb151043,
AUTHOR = "Valev, V. and Yanev, N. and Krzyzak, A. and Ben Suliman, K.",
TITLE = "Supervised Classification Using Feature Space Partitioning",
BOOKTITLE = SSSPR18,
YEAR = "2018",
PAGES = "194-203",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146961"}
@inproceedings{bb151044,
AUTHOR = "Yanev, N. and Valev, V. and Ben Suliman, K. and Krzyzak, A.",
TITLE = "Supervised Classification Using Graph-based Space Partitioning for
Multiclass Problems",
BOOKTITLE = ICPR21,
YEAR = "2021",
PAGES = "6486-6492",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146962"}
@article{bb151045,
AUTHOR = "Amorim, W.P. and Rosa, G.H. and Thomazella, R. and Cogo Castanho, J.E. and Lofrano Dotto, F.R. and Rodrigues Junior, O.P. and Marana, A.N. and Papa, J.P.",
TITLE = "Semi-supervised learning with connectivity-driven convolutional
neural networks",
JOURNAL = PRL,
VOLUME = "128",
YEAR = "2019",
PAGES = "16-22",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146963"}
@article{bb151046,
AUTHOR = "Liu, Z. and Jin, W. and Mu, Y.",
TITLE = "Graph-based boosting algorithm to learn labeled and unlabeled data",
JOURNAL = PR,
VOLUME = "106",
YEAR = "2020",
PAGES = "107417",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146964"}
@article{bb151047,
AUTHOR = "Yan, W.Z. and Sun, Q.S. and Sun, H.J. and Li, Y.M.",
TITLE = "Semi-supervised learning framework based on statistical analysis for
image set classification",
JOURNAL = PR,
VOLUME = "107",
YEAR = "2020",
PAGES = "107500",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146965"}
@article{bb151048,
AUTHOR = "Chiaroni, F. and Khodabandelou, G. and Rahal, M.C. and Hueber, N. and Dufaux, F.",
TITLE = "Counter-examples generation from a positive unlabeled image dataset",
JOURNAL = PR,
VOLUME = "107",
YEAR = "2020",
PAGES = "107527",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146966"}
@article{bb151049,
AUTHOR = "Li, W.Y. and Wang, Z.C. and Yue, Y.G. and Li, J.Y. and Speier, W. and Zhou, M.Y. and Arnold, C.",
TITLE = "Semi-supervised learning using adversarial training with good and bad
samples",
JOURNAL = MVA,
VOLUME = "31",
YEAR = "2020",
NUMBER = "6",
MONTH = "August",
PAGES = "Article49",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146967"}
@article{bb151050,
AUTHOR = "Donyavi, Z. and Asadi, S.",
TITLE = "Diverse training dataset generation based on a multi-objective
optimization for semi-Supervised classification",
JOURNAL = PR,
VOLUME = "108",
YEAR = "2020",
PAGES = "107543",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146968"}
@article{bb151051,
AUTHOR = "Lu, X.O. and Qiao, Y.Q. and Zhu, R. and Wang, G.J. and Ma, Z.Y. and Xue, J.H.",
TITLE = "Generalisations of stochastic supervision models",
JOURNAL = PR,
VOLUME = "109",
YEAR = "2021",
PAGES = "107575",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146969"}
@article{bb151052,
AUTHOR = "Kang, Z. and Peng, C. and Cheng, Q.A. and Liu, X.W. and Peng, X. and Xu, Z.L. and Tian, L.",
TITLE = "Structured graph learning for clustering and semi-supervised
classification",
JOURNAL = PR,
VOLUME = "110",
YEAR = "2021",
PAGES = "107627",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146970"}
@article{bb151053,
AUTHOR = "Li, Y.F. and Guo, L.Z. and Zhou, Z.H.",
TITLE = "Towards Safe Weakly Supervised Learning",
JOURNAL = PAMI,
VOLUME = "43",
YEAR = "2021",
NUMBER = "1",
MONTH = "January",
PAGES = "334-346",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146971"}
@article{bb151054,
AUTHOR = "Mayer, C. and Paul, M. and Timofte, R.",
TITLE = "Adversarial feature distribution alignment for semi-supervised
learning",
JOURNAL = CVIU,
VOLUME = "202",
YEAR = "2021",
PAGES = "103109",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146972"}
@inproceedings{bb151055,
AUTHOR = "Mayer, C. and Timofte, R.",
TITLE = "Adversarial Sampling for Active Learning",
BOOKTITLE = WACV20,
YEAR = "2020",
PAGES = "3060-3068",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146973"}
@article{bb151056,
AUTHOR = "Wang, X. and Kihara, D. and Luo, J.B. and Qi, G.J.",
TITLE = "EnAET: A Self-Trained Framework for Semi-Supervised and Supervised
Learning with Ensemble Transformations",
JOURNAL = IP,
VOLUME = "30",
YEAR = "2021",
PAGES = "1639-1647",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146974"}
@article{bb151057,
AUTHOR = "Fu, Z.Q. and Zhao, Y. and Chang, D.X. and Wang, Y.M.",
TITLE = "A hierarchical weighted low-rank representation for image clustering
and classification",
JOURNAL = PR,
VOLUME = "112",
YEAR = "2021",
PAGES = "107736",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146975"}
@article{bb151058,
AUTHOR = "Min, S. and Chen, X. and Xie, H. and Zha, Z.J. and Zhang, Y.",
TITLE = "A Mutually Attentive Co-Training Framework for Semi-Supervised
Recognition",
JOURNAL = MultMed,
VOLUME = "23",
YEAR = "2021",
PAGES = "899-910",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146976"}
@article{bb151059,
AUTHOR = "Bai, L. and Liang, J. and Cao, F.Y.",
TITLE = "Semi-Supervised Clustering With Constraints of Different Types From
Multiple Information Sources",
JOURNAL = PAMI,
VOLUME = "43",
YEAR = "2021",
NUMBER = "9",
MONTH = "September",
PAGES = "3247-3258",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146977"}
@article{bb151060,
AUTHOR = "Li, Y. and Kan, S.C. and Cao, W.M. and He, Z.H.",
TITLE = "Learned Model Composition With Critical Sample Look-Ahead for
Semi-Supervised Learning on Small Sets of Labeled Samples",
JOURNAL = CirSysVideo,
VOLUME = "31",
YEAR = "2021",
NUMBER = "9",
MONTH = "September",
PAGES = "3444-3455",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146978"}
@article{bb151061,
AUTHOR = "Deng, X.H. and Jiang, P. and Zhao, D.Z. and Huang, R. and Shen, H.",
TITLE = "Effective semi-supervised learning for structured data using
Embedding GANs",
JOURNAL = PRL,
VOLUME = "151",
YEAR = "2021",
PAGES = "127-134",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146979"}
@article{bb151062,
AUTHOR = "Feng, Z.Y. and Zhou, Q.Y. and Gu, Q.Q. and Tan, X. and Cheng, G.L. and Lu, X.Q. and Shi, J.P. and Ma, L.Z.",
TITLE = "DMT: Dynamic mutual training for semi-supervised learning",
JOURNAL = PR,
VOLUME = "130",
YEAR = "2022",
PAGES = "108777",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146980"}
@article{bb151063,
AUTHOR = "Bdair, T. and Wiestler, B. and Navab, N. and Albarqouni, S.",
TITLE = "ROAM: Random layer mixup for semi-supervised learning in medical
images",
JOURNAL = IET-IPR,
VOLUME = "16",
YEAR = "2022",
NUMBER = "10",
PAGES = "2593-2608",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146981"}
@article{bb151064,
AUTHOR = "Li, D. and Liu, Y. and Song, L.",
TITLE = "Adaptive Weighted Losses With Distribution Approximation for
Efficient Consistency-Based Semi-Supervised Learning",
JOURNAL = CirSysVideo,
VOLUME = "32",
YEAR = "2022",
NUMBER = "11",
MONTH = "November",
PAGES = "7832-7842",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146982"}
@article{bb151065,
AUTHOR = "Li, J. and Zhou, M.Q. and Zhu, Q.S. and Wu, Q.W.",
TITLE = "A framework based on local cores and synthetic examples generation
for self-labeled semi-supervised classification",
JOURNAL = PR,
VOLUME = "134",
YEAR = "2023",
PAGES = "109060",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146983"}
@article{bb151066,
AUTHOR = "Wu, W.H. and Hou, J.H. and Wang, S.Q. and Kwong, S. and Zhou, Y.",
TITLE = "Semi-supervised adaptive kernel concept factorization",
JOURNAL = PR,
VOLUME = "134",
YEAR = "2023",
PAGES = "109114",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146984"}
@article{bb151067,
AUTHOR = "Zhang, Y. and Ji, S.Y. and Zou, C.Q. and Zhao, X.B. and Ying, S.H. and Gao, Y.",
TITLE = "Graph Learning on Millions of Data in Seconds: Label Propagation
Acceleration on Graph Using Data Distribution",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "2",
MONTH = "February",
PAGES = "1835-1847",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146985"}
@article{bb151068,
AUTHOR = "Fan, Y. and Kukleva, A. and Schiele, B.",
TITLE = "Revisiting Consistency Regularization for Semi-Supervised Learning",
JOURNAL = IJCV,
VOLUME = "131",
YEAR = "2023",
NUMBER = "3",
MONTH = "March",
PAGES = "626-643",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146986"}
@article{bb151069,
AUTHOR = "Mey, A. and Loog, M.",
TITLE = "Improved Generalization in Semi-Supervised Learning:
A Survey of Theoretical Results",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "4",
MONTH = "April",
PAGES = "4747-4767",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146987"}
@article{bb151070,
AUTHOR = "Li, J. and Liu, Y. and Wang, W.P.",
TITLE = "Semi-supervised vector-valued learning: Improved bounds and algorithms",
JOURNAL = PR,
VOLUME = "138",
YEAR = "2023",
PAGES = "109356",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146988"}
@article{bb151071,
AUTHOR = "Jiang, Y.B.Y. and Li, X.D. and Chen, Y.F. and He, Y. and Xu, Q.Q. and Yang, Z.Y. and Cao, X.C. and Huang, Q.M.",
TITLE = "MaxMatch: Semi-Supervised Learning With Worst-Case Consistency",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "5",
MONTH = "May",
PAGES = "5970-5987",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146989"}
@article{bb151072,
AUTHOR = "Huang, Z. and Yang, J. and Gong, C.",
TITLE = "They are Not Completely Useless: Towards Recycling Transferable
Unlabeled Data for Class-Mismatched Semi-Supervised Learning",
JOURNAL = MultMed,
VOLUME = "25",
YEAR = "2023",
PAGES = "1844-1857",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146990"}
@article{bb151073,
AUTHOR = "Jia, N. and Tian, X.L. and Gao, W.X. and Jiao, L.C.",
TITLE = "Deep Graph-Convolutional Generative Adversarial Network for
Semi-Supervised Learning on Graphs",
JOURNAL = RS,
VOLUME = "15",
YEAR = "2023",
NUMBER = "12",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146991"}
@inproceedings{bb151074,
AUTHOR = "Streicher, O. and Gilboa, G.",
TITLE = "Graph Laplacian for Semi-supervised Learning",
BOOKTITLE = SSVM23,
YEAR = "2023",
PAGES = "250-262",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146992"}
@article{bb151075,
AUTHOR = "Yang, Q.S. and Chen, Z. and Yuan, Y.X.",
TITLE = "Hierarchical Bias Mitigation for Semi-Supervised Medical Image
Classification",
JOURNAL = MedImg,
VOLUME = "42",
YEAR = "2023",
NUMBER = "8",
MONTH = "August",
PAGES = "2200-2210",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146993"}
@article{bb151076,
AUTHOR = "Wang, K. and Zhang, C.Q. and Geng, Y. and Ma, H.",
TITLE = "Evidential Pseudo-Label Ensemble for semi-supervised classification",
JOURNAL = PRL,
VOLUME = "177",
YEAR = "2024",
PAGES = "135-141",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146994"}
@article{bb151077,
AUTHOR = "Tao, H. and Jiang, J.C. and Hou, C.P. and Luo, T.J. and Fan, R.D. and Zhang, J.",
TITLE = "Compound Weakly Supervised Clustering",
JOURNAL = IP,
VOLUME = "33",
YEAR = "2024",
PAGES = "957-971",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146995"}
@article{bb151078,
AUTHOR = "Chen, Y.B. and Mancini, M. and Zhu, X.T. and Akata, Z.",
TITLE = "Semi-Supervised and Unsupervised Deep Visual Learning: A Survey",
JOURNAL = PAMI,
VOLUME = "46",
YEAR = "2024",
NUMBER = "3",
MONTH = "March",
PAGES = "1327-1347",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146996"}
@article{bb151079,
AUTHOR = "Qin, X. and Yuan, C. and Jiang, J.H. and Chen, L.",
TITLE = "Deep semi-supervised clustering based on pairwise constraints and
sample similarity",
JOURNAL = PRL,
VOLUME = "178",
YEAR = "2024",
PAGES = "1-6",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146997"}
@article{bb151080,
AUTHOR = "Liu, Q. and Yue, J. and Kuang, Y. and Xie, W.Y. and Fang, L.Y.",
TITLE = "SemiRS-COC: Semi-Supervised Classification for Complex Remote Sensing
Scenes With Cross-Object Consistency",
JOURNAL = IP,
VOLUME = "33",
YEAR = "2024",
PAGES = "3855-3870",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146998"}
@article{bb151081,
AUTHOR = "Li, M.Y. and Zhou, T. and Han, B. and Liu, T.L. and Liang, X.K. and Zhao, J.J. and Gong, C.",
TITLE = "Class-Wise Contrastive Prototype Learning for Semi-Supervised
Classification Under Intersectional Class Mismatch",
JOURNAL = MultMed,
VOLUME = "26",
YEAR = "2024",
PAGES = "8145-8156",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT146999"}
@article{bb151082,
AUTHOR = "Long, Z.G. and Gao, Y. and Meng, H. and Chen, Y.X. and Kou, H.",
TITLE = "Semi-supervised clustering guided by pairwise constraints and local
density structures",
JOURNAL = PR,
VOLUME = "156",
YEAR = "2024",
PAGES = "110751",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147000"}
@article{bb151083,
AUTHOR = "Hou, R.B. and Chang, H. and Ma, B.P. and Shan, S.G. and Chen, X.L.",
TITLE = "Triplet Adaptation Framework for Robust Semi-Supervised Learning",
JOURNAL = PAMI,
VOLUME = "46",
YEAR = "2024",
NUMBER = "12",
MONTH = "December",
PAGES = "8056-8073",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147001"}
@article{bb151084,
AUTHOR = "Yang, Y. and Jiang, N. and Xu, Y. and Zhan, D.C.",
TITLE = "Robust Semi-Supervised Learning by Wisely Leveraging Open-Set Data",
JOURNAL = PAMI,
VOLUME = "46",
YEAR = "2024",
NUMBER = "12",
MONTH = "December",
PAGES = "8334-8347",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147002"}
@article{bb151085,
AUTHOR = "Guan, D. and Xing, Y. and Huang, J.X. and Xiao, A. and El Saddik, A. and Lu, S.J.",
TITLE = "S2Match: Self-paced sampling for data-limited semi-supervised
learning",
JOURNAL = PR,
VOLUME = "159",
YEAR = "2025",
PAGES = "111121",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147003"}
@article{bb151086,
AUTHOR = "Chen, Z.M. and Li, B.",
TITLE = "DyConfidMatch: Dynamic thresholding and re-sampling for 3D
semi-supervised learning",
JOURNAL = PR,
VOLUME = "159",
YEAR = "2025",
PAGES = "111154",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147004"}
@article{bb151087,
AUTHOR = "Liu, Y.B. and Shan, W.J. and Wang, X. and Xiao, Z.T. and Geng, L. and Zhang, F. and Du, D.D. and Pang, Y.W.",
TITLE = "Cross-scale contrastive triplet networks for graph representation
learning",
JOURNAL = PR,
VOLUME = "145",
YEAR = "2024",
PAGES = "109907",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147005"}
@article{bb151088,
AUTHOR = "Wang, X.X. and Jiang, B. and Wang, X. and Luo, B.",
TITLE = "Learning Dynamic Batch-Graph Representation for Deep Representation
Learning",
JOURNAL = IJCV,
VOLUME = "133",
YEAR = "2025",
NUMBER = "1",
MONTH = "January",
PAGES = "84-105",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147006"}
@inproceedings{bb151089,
AUTHOR = "Jiang, B. and Lin, D.D. and Tang, J. and Luo, B.",
TITLE = "Data Representation and Learning With Graph Diffusion-Embedding
Networks",
BOOKTITLE = CVPR19,
YEAR = "2019",
PAGES = "10406-10415",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147007"}
@inproceedings{bb151090,
AUTHOR = "Jiang, B. and Zhang, Z.Y. and Lin, D.D. and Tang, J. and Luo, B.",
TITLE = "Semi-Supervised Learning With Graph Learning-Convolutional Networks",
BOOKTITLE = CVPR19,
YEAR = "2019",
PAGES = "11305-11312",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147008"}
@article{bb151091,
AUTHOR = "Yun, T. and Kim, M.J. and Shin, H.J.",
TITLE = "Extremely fast graph integration for semi-supervised learning via
Gaussian fields with Neumann approximation",
JOURNAL = PR,
VOLUME = "164",
YEAR = "2025",
PAGES = "111495",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147009"}
@article{bb151092,
AUTHOR = "Du, P. and Zhao, S. and Tan, P. and Sheng, Z. and Gan, Z. and Chen, H. and Li, C.P.",
TITLE = "Towards a Theoretical Understanding of Semi-Supervised Learning Under
Class Distribution Mismatch",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "6",
MONTH = "June",
PAGES = "4853-4868",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147010"}
@inproceedings{bb151093,
AUTHOR = "Du, P. and Zhao, S. and Sheng, Z. and Li, C.P. and Chen, H.",
TITLE = "Semi-Supervised Learning via Weight-aware Distillation under Class
Distribution Mismatch",
BOOKTITLE = ICCV23,
YEAR = "2023",
PAGES = "16364-16374",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147011"}
@article{bb151094,
AUTHOR = "Ruah, C. and Sifaou, H. and Simeone, O. and Al Hashimi, B.",
TITLE = "Context-Aware Doubly-Robust Semi-Supervised Learning",
JOURNAL = SPLetters,
VOLUME = "32",
YEAR = "2025",
PAGES = "2649-2653",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147012"}
@article{bb151095,
AUTHOR = "Qiao, X.G. and Chen, C. and Wang, W. and Peng, Q. and Ghafar, A.",
TITLE = "Efficient L_2,1-norm graph for robust semi-supervised classification",
JOURNAL = PR,
VOLUME = "169",
YEAR = "2026",
PAGES = "111890",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147013"}
@article{bb151096,
AUTHOR = "Saha, S. and Sahoo, P.K. and Garain, U.",
TITLE = "SEMI-CAVA: A Causal Variational Approach to Semi-Supervised Learning",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "11",
MONTH = "November",
PAGES = "10022-10032",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147014"}
@article{bb151097,
AUTHOR = "Liu, J.Y. and Sun, J.P. and Zhao, Y.H. and Jia, B.B. and Zhang, M.L.",
TITLE = "Partial label learning with semi-supervised clustering disambiguation",
JOURNAL = PR,
VOLUME = "171",
YEAR = "2026",
PAGES = "112138",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147015"}
@article{bb151098,
AUTHOR = "Yu, X.R. and Wang, D.B. and Zhang, M.L.",
TITLE = "Semi-supervised partial label learning via label confidence recovery",
JOURNAL = PR,
VOLUME = "178",
YEAR = "2026",
PAGES = "113387",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147016"}
@article{bb151099,
AUTHOR = "Gan, K. and Wei, T. and Zhang, M.L.",
TITLE = "Decouple Then Converge: Handling Unknown Unlabeled Distributions in
Long-Tailed Semi-Supervised Learning",
JOURNAL = PAMI,
VOLUME = "48",
YEAR = "2026",
NUMBER = "10",
MONTH = "October",
PAGES = "11716-11727",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT147017"}
Last update:Sep 30, 2026 at 11:45:00