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TITLE = "Semi-Supervised Discriminative Classification Robust to
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JOURNAL = PAMI,
VOLUME = "41",
YEAR = "2019",
NUMBER = "2",
MONTH = "February",
PAGES = "515-522",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT145688"}
@inproceedings{bb149761,
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#TT145689"}
@article{bb149762,
AUTHOR = "Lai, D.Y. and Tian, W. and Chen, L.",
TITLE = "Improving classification with semi-supervised and fine-grained
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JOURNAL = PR,
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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,
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YEAR = "2019",
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MONTH = "March",
PAGES = "907-917",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT145691"}
@article{bb149764,
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#TT145692"}
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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#TT145693"}
@article{bb149766,
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#TT145694"}
@article{bb149767,
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#TT145695"}
@article{bb149768,
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#TT145696"}
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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,
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YEAR = "2022",
NUMBER = "7",
MONTH = "July",
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT145697"}
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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,
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YEAR = "2019",
NUMBER = "9",
MONTH = "September",
PAGES = "2786-2795",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT145698"}
@article{bb149771,
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#TT145699"}
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AUTHOR = "Yanev, N. and Valev, V. and Krzyzak, A. and Ben Suliman, K.",
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JOURNAL = PRL,
VOLUME = "128",
YEAR = "2019",
PAGES = "122-130",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT145700"}
@inproceedings{bb149773,
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#TT145701"}
@inproceedings{bb149774,
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#TT145702"}
@article{bb149775,
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#TT145703"}
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AUTHOR = "Liu, Z. and Jin, W. and Mu, Y.",
TITLE = "Graph-based boosting algorithm to learn labeled and unlabeled data",
JOURNAL = PR,
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YEAR = "2020",
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT145704"}
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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#TT145705"}
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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#TT145706"}
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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#TT145707"}
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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#TT145708"}
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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,
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YEAR = "2021",
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT145709"}
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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#TT145710"}
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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#TT145711"}
@article{bb149784,
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#TT145712"}
@inproceedings{bb149785,
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#TT145713"}
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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,
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YEAR = "2021",
PAGES = "1639-1647",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT145714"}
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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,
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YEAR = "2021",
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT145715"}
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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,
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YEAR = "2021",
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT145716"}
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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#TT145717"}
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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#TT145718"}
@article{bb149791,
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#TT145719"}
@article{bb149792,
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#TT145720"}
@article{bb149793,
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#TT145721"}
@article{bb149794,
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#TT145722"}
@article{bb149795,
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#TT145723"}
@article{bb149796,
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#TT145724"}
@article{bb149797,
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#TT145725"}
@article{bb149798,
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#TT145726"}
@article{bb149799,
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#TT145727"}
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