@inproceedings{bb141600, 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#TT137583"} @article{bb141601, 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#TT137584"} @inproceedings{bb141602, 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#TT137585"} @article{bb141603, AUTHOR = "Gu, N. and Fan, M. and Meng, D.", TITLE = "Robust Semi-Supervised Classification for Noisy Labels Based on Self-Paced Learning", JOURNAL = SPLetters, VOLUME = "23", YEAR = "2016", NUMBER = "12", MONTH = "December", PAGES = "1806-1810", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137586"} @article{bb141604, 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#TT137587"} @article{bb141605, 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#TT137588"} @inproceedings{bb141606, 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#TT137589"} @article{bb141607, 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#TT137590"} @article{bb141608, 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#TT137591"} @inproceedings{bb141609, 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#TT137592"} @article{bb141610, 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#TT137593"} @inproceedings{bb141611, 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#TT137594"} @article{bb141612, 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#TT137595"} @article{bb141613, 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#TT137596"} @article{bb141614, 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#TT137597"} @article{bb141615, 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#TT137598"} @inproceedings{bb141616, 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#TT137599"} @article{bb141617, 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#TT137600"} @article{bb141618, 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#TT137601"} @inproceedings{bb141619, 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#TT137602"} @article{bb141620, 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#TT137603"} @article{bb141621, 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#TT137604"} @article{bb141622, 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#TT137605"} @article{bb141623, 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#TT137606"} @article{bb141624, 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#TT137607"} @article{bb141625, 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#TT137608"} @article{bb141626, 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#TT137609"} @article{bb141627, AUTHOR = "Yao, Y.Y. and Wang, L. and Zhang, L.M. and Yang, Y. and Li, P. and Zimmermann, R. and Shao, L.", TITLE = "Learning Latent Stable Patterns for Image Understanding With Weak and Noisy Labels", JOURNAL = Cyber, VOLUME = "49", YEAR = "2019", NUMBER = "12", MONTH = "December", PAGES = "4243-4252", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137610"} @article{bb141628, 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#TT137611"} @article{bb141629, 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#TT137612"} @article{bb141630, 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#TT137613"} @article{bb141631, 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#TT137614"} @inproceedings{bb141632, 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#TT137615"} @inproceedings{bb141633, 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#TT137616"} @article{bb141634, 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#TT137617"} @article{bb141635, 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#TT137618"} @article{bb141636, 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#TT137619"} @article{bb141637, 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#TT137620"} @article{bb141638, 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#TT137621"} @article{bb141639, 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#TT137622"} @article{bb141640, 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#TT137623"} @article{bb141641, 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#TT137624"} @article{bb141642, 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#TT137625"} @article{bb141643, 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#TT137626"} @inproceedings{bb141644, 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#TT137627"} @article{bb141645, 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#TT137628"} @article{bb141646, 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#TT137629"} @article{bb141647, 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#TT137630"} @article{bb141648, 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#TT137631"} @article{bb141649, AUTHOR = "Liu, L. and Tan, R.T.", TITLE = "Certainty driven consistency loss on multi-teacher networks for semi-supervised learning", JOURNAL = PR, VOLUME = "120", YEAR = "2021", PAGES = "108140", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137632"} @article{bb141650, 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#TT137633"} @article{bb141651, 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#TT137634"} @article{bb141652, 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#TT137635"} @article{bb141653, 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#TT137636"} @article{bb141654, 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#TT137637"} @article{bb141655, 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#TT137638"} @article{bb141656, 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#TT137639"} @article{bb141657, 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#TT137640"} @article{bb141658, 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#TT137641"} @article{bb141659, 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#TT137642"} @article{bb141660, 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#TT137643"} @article{bb141661, 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#TT137644"} @article{bb141662, 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#TT137645"} @article{bb141663, 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#TT137646"} @inproceedings{bb141664, 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#TT137647"} @article{bb141665, 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#TT137648"} @article{bb141666, 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#TT137649"} @article{bb141667, 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#TT137650"} @article{bb141668, 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#TT137651"} @article{bb141669, 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#TT137652"} @article{bb141670, 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#TT137653"} @article{bb141671, 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#TT137654"} @article{bb141672, AUTHOR = "Long, Z.G. and Gao, Y. and Meng, H. and Chen, Y. 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#TT137655"} @article{bb141673, 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#TT137656"} @article{bb141674, 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#TT137657"} @article{bb141675, 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#TT137658"} @article{bb141676, 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#TT137659"} @article{bb141677, 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#TT137660"} @article{bb141678, 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#TT137661"} @inproceedings{bb141679, 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#TT137662"} @inproceedings{bb141680, 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#TT137663"} @article{bb141681, 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#TT137664"} @article{bb141682, 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#TT137665"} @article{bb141683, 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#TT137666"} @inproceedings{bb141684, 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#TT137667"} @inproceedings{bb141685, AUTHOR = "Yi, L.J. and Sun, T. and Zhang, Y.K. and Zheng, S.Z. and Lyu, W.M. and Ling, H.B. and Chen, C.", TITLE = "PivotAlign: Improve Semi-Supervised Learning by Learning Intra-Class Heterogeneity and Aligning with Pivots", BOOKTITLE = WACV25, YEAR = "2025", PAGES = "7918-7927", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137668"} @inproceedings{bb141686, AUTHOR = "Paul, S. and Patterson, Z. and Bouguila, N.", TITLE = "Improving 3d Semi-supervised Learning by Effectively Utilizing All Unlabelled Data", BOOKTITLE = ECCV24, YEAR = "2024", PAGES = "LXVI: 55-71", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137669"} @inproceedings{bb141687, AUTHOR = "Rao, S. and Mahajan, S. and Bohle, M. and Schiele, B.", TITLE = "Discover-Then-Name: Task-Agnostic Concept Bottlenecks via Automated Concept Discovery", BOOKTITLE = ECCV24, YEAR = "2024", PAGES = "LXXVII: 444-461", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137670"} @inproceedings{bb141688, AUTHOR = "Tian, S.Y. and Wei, H.X. and Wang, Y.Q. and Feng, L.", TITLE = "CroSel: Cross Selection of Confident Pseudo Labels for Partial-Label Learning", BOOKTITLE = CVPR24, YEAR = "2024", PAGES = "19479-19488", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137671"} @inproceedings{bb141689, AUTHOR = "Xiao, R.X. and Feng, L. and Tang, K. and Zhao, J. and Li, Y.X. and Chen, G. and Wang, H.", TITLE = "Targeted Representation Alignment for Open-World Semi-Supervised Learning", BOOKTITLE = CVPR24, YEAR = "2024", PAGES = "23072-23082", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137672"} @inproceedings{bb141690, AUTHOR = "Zhang, F. and Hua, X.S. and Chen, C. and Luo, X.", TITLE = "Fine-grained Prototypical Voting with Heterogeneous Mixup for Semi-supervised 2D-3D Cross-modal Retrieval", BOOKTITLE = CVPR24, YEAR = "2024", PAGES = "17016-17026", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137673"} @inproceedings{bb141691, AUTHOR = "Fooladgar, F. and To, M.N.N. and Mousavi, P. and Abolmaesumi, P.", TITLE = "Manifold DivideMix: A Semi-Supervised Contrastive Learning Framework for Severe Label Noise", BOOKTITLE = VAND24, YEAR = "2024", PAGES = "4012-4021", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137674"} @inproceedings{bb141692, AUTHOR = "Ihler, S. and Kuhnke, F. and Kuhlgatz, T. and Seel, T.", TITLE = "Distribution-Aware Multi-Label FixMatch for Semi-Supervised Learning on CheXpert", BOOKTITLE = EnhanceMedIm24, YEAR = "2024", PAGES = "2295-2304", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137675"} @inproceedings{bb141693, AUTHOR = "Yue, X. and Lu, Z.Q. and Lin, X.R. and Ren, W.J. and Shao, Z.J. and Hu, H. and Zhang, Y. and Liao, Q.M.", TITLE = "Semi-Stereo: A Universal Stereo Matching Framework for Imperfect Data via Semi-supervised Learning", BOOKTITLE = L3D24, YEAR = "2024", PAGES = "646-655", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137676"} @inproceedings{bb141694, AUTHOR = "Majurski, M. and Menon, S. and Farvardin, P. and Chapman, D.", TITLE = "A Method of Moments Embedding Constraint and its Application to Semi-Supervised Learning", BOOKTITLE = ZeroShot24, YEAR = "2024", PAGES = "7809-7818", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137677"} @inproceedings{bb141695, AUTHOR = "Huang, Z. and Jiang, R.J. and Aeron, S. and Hughes, M.C.", TITLE = "Systematic comparison of semi-supervised and self-supervised learning for medical image classification", BOOKTITLE = CVPR24, YEAR = "2024", PAGES = "22282-22293", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137678"} @inproceedings{bb141696, AUTHOR = "Tanaka, Y. and Yoshida, S.M. and Shibata, T. and Terao, M. and Okatani, T. and Sugiyama, M.", TITLE = "Appearance-Based Curriculum for Semi-Supervised Learning with Multi-Angle Unlabeled Data", BOOKTITLE = WACV24, YEAR = "2024", PAGES = "2768-2777", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137679"} @inproceedings{bb141697, AUTHOR = "Nguyen, K.B.", TITLE = "Debiasing, calibrating, and improving Semi-supervised Learning performance via simple Ensemble Projector", BOOKTITLE = WACV24, YEAR = "2024", PAGES = "2430-2439", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137680"} @inproceedings{bb141698, AUTHOR = "Nguyen, K.B.", TITLE = "SequenceMatch Revisiting the design of weak-strong augmentations for Semi-supervised learning", BOOKTITLE = WACV24, YEAR = "2024", PAGES = "96-105", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137681"} @inproceedings{bb141699, AUTHOR = "Nguyen, K.B. and Yang, J.S.", TITLE = "Boosting Semi-Supervised Learning by bridging high and low-confidence predictions", BOOKTITLE = LIMIT23, YEAR = "2023", PAGES = "1020-1030", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern616semi1.html#TT137682"}