@article{bb147800,
        AUTHOR = "Hong, Y. and Zhu, W.P.",
        TITLE = "Spatial co-training for semi-supervised image classification",
        JOURNAL = PRL,
        VOLUME = "63",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "59-65",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT143733"}

@article{bb147801,
        AUTHOR = "Lu, X.Q. and Li, X.L. and Mou, L.C.",
        TITLE = "Semi-Supervised Multitask Learning for Scene Recognition",
        JOURNAL = Cyber,
        VOLUME = "45",
        YEAR = "2015",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "1967-1976",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT143734"}

@article{bb147802,
        AUTHOR = "Zhuang, L.S. and Gao, S.H. and Tang, J.H. and Wang, J.J. and Lin, Z.C. and Ma, Y. and Yu, N.H.",
        TITLE = "Constructing a Nonnegative Low-Rank and Sparse Graph With
Data-Adaptive Features",
        JOURNAL = IP,
        VOLUME = "24",
        YEAR = "2015",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "3717-3728",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT143735"}

@inproceedings{bb147803,
        AUTHOR = "Zhuang, L.S. and Gao, H.Y. and Lin, Z.C. and Ma, Y. and Zhang, X. and Yu, N.H.",
        TITLE = "Non-Negative Low Rank and Sparse Graph for Semi-Supervised Learning",
        BOOKTITLE = CVPR12,
        YEAR = "2012",
        PAGES = "2328-2335",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT143736"}

@inproceedings{bb147804,
        AUTHOR = "Zhuang, L.S. and Gao, H.Y. and Huang, J.J. and Yu, N.H.",
        TITLE = "Semi-supervised Classification via Low Rank Graph",
        BOOKTITLE = ICIG11,
        YEAR = "2011",
        PAGES = "511-516",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT143737"}

@article{bb147805,
        AUTHOR = "Yang, Y. and Liu, X.C.",
        TITLE = "A robust semi-supervised learning approach via mixture of label
information",
        JOURNAL = PRL,
        VOLUME = "68, Part 1",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "15-21",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT143738"}

@article{bb147806,
        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#TT143739"}

@article{bb147807,
        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#TT143740"}

@article{bb147808,
        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#TT143741"}

@article{bb147809,
        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#TT143742"}

@article{bb147810,
        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#TT143743"}

@article{bb147811,
        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#TT143744"}

@article{bb147812,
        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#TT143745"}

@inproceedings{bb147813,
        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#TT143746"}

@article{bb147814,
        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#TT143747"}

@article{bb147815,
        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#TT143748"}

@article{bb147816,
        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#TT143749"}

@article{bb147817,
        AUTHOR = "Samat, A. and Gamba, P. and Liu, S.C. and Du, P.J. and Abuduwaili, J.",
        TITLE = "Jointly Informative and Manifold Structure Representative Sampling
Based Active Learning for Remote Sensing Image Classification",
        JOURNAL = GeoRS,
        VOLUME = "54",
        YEAR = "2016",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "6803-6817",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT143750"}

@article{bb147818,
        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#TT143751"}

@article{bb147819,
        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#TT143752"}

@inproceedings{bb147820,
        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#TT143753"}

@inproceedings{bb147821,
        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#TT143754"}

@article{bb147822,
        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#TT143755"}

@inproceedings{bb147823,
        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#TT143756"}

@article{bb147824,
        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#TT143757"}

@article{bb147825,
        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#TT143758"}

@inproceedings{bb147826,
        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#TT143759"}

@article{bb147827,
        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#TT143760"}

@article{bb147828,
        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#TT143761"}

@inproceedings{bb147829,
        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#TT143762"}

@article{bb147830,
        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#TT143763"}

@inproceedings{bb147831,
        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#TT143764"}

@article{bb147832,
        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#TT143765"}

@article{bb147833,
        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#TT143766"}

@article{bb147834,
        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#TT143767"}

@article{bb147835,
        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#TT143768"}

@inproceedings{bb147836,
        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#TT143769"}

@article{bb147837,
        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#TT143770"}

@article{bb147838,
        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#TT143771"}

@inproceedings{bb147839,
        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#TT143772"}

@article{bb147840,
        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#TT143773"}

@article{bb147841,
        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#TT143774"}

@article{bb147842,
        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#TT143775"}

@article{bb147843,
        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#TT143776"}

@article{bb147844,
        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#TT143777"}

@article{bb147845,
        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#TT143778"}

@article{bb147846,
        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#TT143779"}

@article{bb147847,
        AUTHOR = "Zhang, L.M. and Su, G. and Yin, J.W. and Li, Y. and Lin, Q. and Zhang, X.Q. and Shao, L.",
        TITLE = "Bioinspired Scene Classification by Deep Active Learning With Remote
Sensing Applications",
        JOURNAL = Cyber,
        VOLUME = "52",
        YEAR = "2022",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "5682-5694",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT143780"}

@article{bb147848,
        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#TT143781"}

@article{bb147849,
        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#TT143782"}

@article{bb147850,
        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#TT143783"}

@inproceedings{bb147851,
        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#TT143784"}

@inproceedings{bb147852,
        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#TT143785"}

@article{bb147853,
        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#TT143786"}

@article{bb147854,
        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#TT143787"}

@article{bb147855,
        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#TT143788"}

@article{bb147856,
        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#TT143789"}

@article{bb147857,
        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#TT143790"}

@article{bb147858,
        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#TT143791"}

@article{bb147859,
        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#TT143792"}

@article{bb147860,
        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#TT143793"}

@article{bb147861,
        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#TT143794"}

@article{bb147862,
        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#TT143795"}

@inproceedings{bb147863,
        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#TT143796"}

@article{bb147864,
        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#TT143797"}

@article{bb147865,
        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#TT143798"}

@article{bb147866,
        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#TT143799"}

@article{bb147867,
        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#TT143800"}

@article{bb147868,
        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#TT143801"}

@article{bb147869,
        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#TT143802"}

@article{bb147870,
        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#TT143803"}

@article{bb147871,
        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#TT143804"}

@article{bb147872,
        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#TT143805"}

@article{bb147873,
        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#TT143806"}

@article{bb147874,
        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#TT143807"}

@article{bb147875,
        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#TT143808"}

@article{bb147876,
        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#TT143809"}

@article{bb147877,
        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#TT143810"}

@article{bb147878,
        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#TT143811"}

@article{bb147879,
        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#TT143812"}

@article{bb147880,
        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#TT143813"}

@article{bb147881,
        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#TT143814"}

@inproceedings{bb147882,
        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#TT143815"}

@article{bb147883,
        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#TT143816"}

@article{bb147884,
        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#TT143817"}

@article{bb147885,
        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#TT143818"}

@article{bb147886,
        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#TT143819"}

@article{bb147887,
        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#TT143820"}

@article{bb147888,
        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#TT143821"}

@article{bb147889,
        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#TT143822"}

@article{bb147890,
        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#TT143823"}

@article{bb147891,
        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#TT143824"}

@article{bb147892,
        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#TT143825"}

@article{bb147893,
        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#TT143826"}

@article{bb147894,
        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#TT143827"}

@article{bb147895,
        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#TT143828"}

@article{bb147896,
        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#TT143829"}

@inproceedings{bb147897,
        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#TT143830"}

@inproceedings{bb147898,
        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#TT143831"}

@article{bb147899,
        AUTHOR = "Ahmadi, S.A. and Mehrshad, N.",
        TITLE = "Semisupervised classification of hyperspectral images with low-rank
representation kernel",
        JOURNAL = JOSA-A,
        VOLUME = "37",
        YEAR = "2020",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "606-613",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT143832"}

Last update:Apr 23, 2026 at 15:05:02