@inproceedings{bb140500,
        AUTHOR = "Leszczynski, M. and Skarbek, W.",
        TITLE = "On Design of Discriminant Analysis Diagram for Error Based Pattern
Recognition",
        BOOKTITLE = ICIAR07,
        YEAR = "2007",
        PAGES = "342-351",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136461"}

@inproceedings{bb140501,
        AUTHOR = "Nie, F.P. and Xiang, S.M. and Song, Y.Q. and Zhang, C.S.",
        TITLE = "Optimal Dimensionality Discriminant Analysis and Its Application to
Image Recognition",
        BOOKTITLE = ComponentAnalysis07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136462"}

@inproceedings{bb140502,
        AUTHOR = "Ioffe, S.",
        TITLE = "Probabilistic Linear Discriminant Analysis",
        BOOKTITLE = ECCV06,
        YEAR = "2006",
        PAGES = "IV: 531-542",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136463"}

@inproceedings{bb140503,
        AUTHOR = "Xiong, T. and Ye, J.P. and Cherkassky, V.S.",
        TITLE = "Kernel Uncorrelated and Orthogonal Discriminant Analysis:
A Unified Approach",
        BOOKTITLE = CVPR06,
        YEAR = "2006",
        PAGES = "I: 125-131",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136464"}

@inproceedings{bb140504,
        AUTHOR = "Zhang, Q.A. and Liu, X.W.",
        TITLE = "Kernel Optimal Component Analysis",
        BOOKTITLE = LCV04,
        YEAR = "2004",
        PAGES = "99",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136465"}

@inproceedings{bb140505,
        AUTHOR = "Kosinov, S. and Marchand Maillet, S. and Pun, T.",
        TITLE = "Visual Object Categorization using Distance-Based Discriminant Analysis",
        BOOKTITLE = MMDE04,
        YEAR = "2004",
        PAGES = "145",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136466"}

@inproceedings{bb140506,
        AUTHOR = "Chen, H.T. and Chang, H.W. and Liu, T.L.",
        TITLE = "Local Discriminant Embedding and Its Variants",
        BOOKTITLE = CVPR05,
        YEAR = "2005",
        PAGES = "II: 846-853",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136467"}

@inproceedings{bb140507,
        AUTHOR = "Yan, S.C. and Zhang, H.J. and Hu, Y.X. and Zhang, B.Y. and Cheng, Q.S.",
        TITLE = "Discriminant Analysis on Embedded Manifold",
        BOOKTITLE = ECCV04,
        YEAR = "2004",
        PAGES = "Vol I: 121-132",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136468"}

@inproceedings{bb140508,
        AUTHOR = "Hazaveh, K. and Raahemifar, K.",
        TITLE = "Optimized two-dimensional local discriminant basis algorithm",
        BOOKTITLE = ICIP03,
        YEAR = "2003",
        PAGES = "I: 1037-1040",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136469"}

@inproceedings{bb140509,
        AUTHOR = "Vasconcelos, N.M. and Ho, P. and Moreno, P.",
        TITLE = "The Kullback-Leibler Kernel as a Framework for Discriminant and
Localized Representations for Visual Recognition",
        BOOKTITLE = ECCV04,
        YEAR = "2004",
        PAGES = "Vol III: 430-441",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136470"}

@inproceedings{bb140510,
        AUTHOR = "Vasconcelos, N.M.",
        TITLE = "Feature selection by maximum marginal diversity:
Optimality and Implications for Visual Recognition",
        BOOKTITLE = CVPR03,
        YEAR = "2003",
        PAGES = "I: 762-769",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136471"}

@inproceedings{bb140511,
        AUTHOR = "Schulerud, H.",
        TITLE = "Bias of Error Rates in Linear Discriminant Analysis Caused by Feature
Selection and Sample Size",
        BOOKTITLE = ICPR00,
        YEAR = "2000",
        PAGES = "Vol II: 372-377",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136472"}

@inproceedings{bb140512,
        AUTHOR = "Gao, J. and Ding, X.Q.",
        TITLE = "On Improvement of Feature Extraction Algorithms for Discriminative
Pattern Classification",
        BOOKTITLE = ICPR00,
        YEAR = "2000",
        PAGES = "Vol II: 101-104",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136473"}

@inproceedings{bb140513,
        AUTHOR = "Huang, X.J. and Wu, Y.S. and Ding, X.Q.",
        TITLE = "The estimation of error bounds and feature selection in large character
set recognition",
        BOOKTITLE = ICPR88,
        YEAR = "1988",
        PAGES = "II: 1242-1244",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136474"}

@inproceedings{bb140514,
        AUTHOR = "Hiraoka, K. and Hidai, K. and Hamahira, M. and Mizoguchi, H. and Mishima, T. and Yoshizawa, S.",
        TITLE = "Successive Learning of Linear Discriminant Analysis:
Sanger-type Algorithm",
        BOOKTITLE = ICPR00,
        YEAR = "2000",
        PAGES = "Vol II: 664-667",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern602.html#TT136475"}

@article{bb140515,
        AUTHOR = "Baum, L.E. and Petrie, T. and Soules, G. and Weiss, N.",
        TITLE = "A Maximizzation Technique Occurring in teh Statistical Analysis of
Probabilistic Function of Markov Chains",
        JOURNAL = AMS,
        VOLUME = "41",
        YEAR = "1970",
        NUMBER = "1",
        PAGES = "164-171",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136476"}

@article{bb140516,
        AUTHOR = "Kanal, L. and Chandrasekaran, B.",
        TITLE = "On dimensionality and sample size in statistical pattern classification",
        JOURNAL = PR,
        VOLUME = "3",
        YEAR = "1971",
        NUMBER = "3",
        MONTH = "October",
        PAGES = "225-234",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136477"}

@article{bb140517,
        AUTHOR = "Wilson, D.L.",
        TITLE = "Asymptotic properties of nearest neighbor rules using edited data",
        JOURNAL = SMC,
        VOLUME = "2",
        YEAR = "1972",
        PAGES = "408-421",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136478"}

@article{bb140518,
        AUTHOR = "Jain, A.K. and Dubes, R.C.",
        TITLE = "Feature definition in pattern recognition with small sample size",
        JOURNAL = PR,
        VOLUME = "10",
        YEAR = "1978",
        NUMBER = "2",
        PAGES = "85-97",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136479"}

@article{bb140519,
        AUTHOR = "Kalayeh, H.M. and Muasher, M.J. and Landgrebe, D.A.",
        TITLE = "Feature Selection When Limited Numbers of Training Samples
are Available",
        JOURNAL = GeoRS,
        VOLUME = "21",
        YEAR = "1983",
        NUMBER = "4",
        MONTH = "October",
        PAGES = "434-438",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136480"}

@article{bb140520,
        AUTHOR = "Muasher, M.J. and Landgrebe, D.A.",
        TITLE = "The K-L Expansion as an Effective Feature Ordering Technique for Limited
Training Sample Size",
        JOURNAL = GeoRS,
        VOLUME = "21",
        YEAR = "1983",
        NUMBER = "4",
        MONTH = "October",
        PAGES = "438-441",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136481"}

@article{bb140521,
        AUTHOR = "Kalayeh, H.M. and Landgrebe, D.A.",
        TITLE = "Predicting the Required Number of Training Samples",
        JOURNAL = PAMI,
        VOLUME = "5",
        YEAR = "1983",
        NUMBER = "6",
        MONTH = "November",
        PAGES = "664-666",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136482"}

@article{bb140522,
        AUTHOR = "Muasher, M.J. and Landgrebe, D.A.",
        TITLE = "A Binary Tree Feature Selection Technique for Limited Training Set Size",
        JOURNAL = RSE,
        VOLUME = "16",
        YEAR = "1984",
        NUMBER = "3",
        MONTH = "December",
        PAGES = "183-194",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136483"}

@article{bb140523,
        AUTHOR = "Landgrebe, D.A. and Malaret, E.R.",
        TITLE = "Noise in Remote Sensing Systems: Effect on Classification Accuracy",
        JOURNAL = GeoRS,
        VOLUME = "24",
        YEAR = "1986",
        NUMBER = "2",
        MONTH = "March",
        PAGES = "294-299",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136484"}

@article{bb140524,
        AUTHOR = "Shahshahani, B.M. and Landgrebe, D.A.",
        TITLE = "The Effect of Unlabeled Samples in Reducing the Small Sample
Size Problem and Mitigating the Hughes Phenomenon",
        JOURNAL = GeoRS,
        VOLUME = "32",
        YEAR = "1994",
        NUMBER = "5",
        MONTH = "September",
        PAGES = "1087-1095",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136485"}

@article{bb140525,
        AUTHOR = "Hoffbeck, J.P. and Landgrebe, D.A.",
        TITLE = "Covariance-Matrix Estimation and Classification with
Limited Training Data",
        JOURNAL = PAMI,
        VOLUME = "18",
        YEAR = "1996",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "763-767",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136486"}

@article{bb140526,
        AUTHOR = "Herbst, K.",
        TITLE = "Pattern recognition by polynomial canonical regression",
        JOURNAL = PR,
        VOLUME = "17",
        YEAR = "1984",
        NUMBER = "3",
        PAGES = "345-350",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136487"}

@article{bb140527,
        AUTHOR = "Wharton, S.W.",
        TITLE = "An analysis of the effects of sample size on classification performance
of a histogram based cluster analysis procedure",
        JOURNAL = PR,
        VOLUME = "17",
        YEAR = "1984",
        NUMBER = "2",
        PAGES = "239-244",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136488"}

@article{bb140528,
        AUTHOR = "Djouadi, A. and Snorrason, O. and Garber, F.D.",
        TITLE = "The Quality of Training-Sample Estimates of the
Bhattacharyya Coefficient",
        JOURNAL = PAMI,
        VOLUME = "12",
        YEAR = "1990",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "92-97",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136489"}

@article{bb140529,
        AUTHOR = "Hong, Z.Q. and Yang, J.Y.",
        TITLE = "Optimal discriminant plane for a small number of samples and design
method of classifier on the plane",
        JOURNAL = PR,
        VOLUME = "24",
        YEAR = "1991",
        NUMBER = "4",
        PAGES = "317-324",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136490"}

@article{bb140530,
        AUTHOR = "Rachkovskij, D.A. and Kussul, E.M.",
        TITLE = "Datagen:
A Generator of Datasets for Evaluation of Classification Algorithms",
        JOURNAL = PRL,
        VOLUME = "19",
        YEAR = "1998",
        NUMBER = "7",
        MONTH = "May",
        PAGES = "537-544",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136491"}

@article{bb140531,
        AUTHOR = "Sanchez, J.S. and Barandela, R. and Marques, A.I. and Alejo, R. and Badenas, J.",
        TITLE = "Analysis of new techniques to obtain quality training sets",
        JOURNAL = PRL,
        VOLUME = "24",
        YEAR = "2003",
        NUMBER = "7",
        MONTH = "April",
        PAGES = "1015-1022",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136492"}

@article{bb140532,
        AUTHOR = "Chen, D.M. and Stow, D.",
        TITLE = "The Effect of Training Strategies on Supervised Classification at
Different Spatial Resolutions",
        JOURNAL = PhEngRS,
        VOLUME = "68",
        YEAR = "2002",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "1155-1162",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136493"}

@article{bb140533,
        AUTHOR = "Beiden, S.V. and Maloof, M.A. and Wagner, R.F.",
        TITLE = "A general model for finite-sample effects in training and testing of
competing classifiers",
        JOURNAL = PAMI,
        VOLUME = "25",
        YEAR = "2003",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "1561-1569",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136494"}

@article{bb140534,
        AUTHOR = "Sanchez, J.S.",
        TITLE = "High training set size reduction by space partitioning and prototype
abstraction",
        JOURNAL = PR,
        VOLUME = "37",
        YEAR = "2004",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1561-1564",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136495"}

@article{bb140535,
        AUTHOR = "Wang, H.C. and Zhang, L.M.",
        TITLE = "Linear generalization probe samples for face recognition",
        JOURNAL = PRL,
        VOLUME = "25",
        YEAR = "2004",
        NUMBER = "8",
        MONTH = "June",
        PAGES = "829-840",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136496"}

@article{bb140536,
        AUTHOR = "Prudencio, R.B.C. and Ludermir, T.B. and de Carvalho, F.A.T.",
        TITLE = "A Modal Symbolic Classifier for selecting time series models",
        JOURNAL = PRL,
        VOLUME = "25",
        YEAR = "2004",
        NUMBER = "8",
        MONTH = "June",
        PAGES = "911-921",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136497"}

@article{bb140537,
        AUTHOR = "Kuo, B.C. and Chang, K.Y.",
        TITLE = "Feature Extractions for Small Sample Size Classification Problem",
        JOURNAL = GeoRS,
        VOLUME = "45",
        YEAR = "2007",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "756-764",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136498"}

@article{bb140538,
        AUTHOR = "Angiulli, F.",
        TITLE = "Condensed Nearest Neighbor Data Domain Description",
        JOURNAL = PAMI,
        VOLUME = "29",
        YEAR = "2007",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1746-1758",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136499"}

@article{bb140539,
        AUTHOR = "Farhangfar, A. and Kurgan, L.A. and Dy, J.G.",
        TITLE = "Impact of imputation of missing values on classification error for
discrete data",
        JOURNAL = PR,
        VOLUME = "41",
        YEAR = "2008",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "3692-3705",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136500"}

@article{bb140540,
        AUTHOR = "Koikkalainen, J. and Tolli, T. and Lauerma, K. and Antila, K. and Mattila, E. and Lilja, M. and Lotjonen, J.",
        TITLE = "Methods of Artificial Enlargement of the Training Set for Statistical
Shape Models",
        JOURNAL = MedImg,
        VOLUME = "27",
        YEAR = "2008",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "1643-1654",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136501"}

@article{bb140541,
        AUTHOR = "Peres, R.T. and Pedreira, C.E.",
        TITLE = "Generalized Risk Zone: Selecting Observations for Classification",
        JOURNAL = PAMI,
        VOLUME = "31",
        YEAR = "2009",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1331-1337",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136502"}

@article{bb140542,
        AUTHOR = "Levi, D. and Ullman, S.",
        TITLE = "Learning to classify by ongoing feature selection",
        JOURNAL = IVC,
        VOLUME = "28",
        YEAR = "2010",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "715-723",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136503"}

@inproceedings{bb140543,
        AUTHOR = "Ullman, S. and Levi, D.",
        TITLE = "Learning to classify by ongoing feature selection",
        BOOKTITLE = CRV06,
        YEAR = "2006",
        PAGES = "1-1",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136503"}

@inproceedings{bb140544,
        AUTHOR = "Levi, D. and Ullman, S.",
        TITLE = "Learning Model Complexity in an Online Environment",
        BOOKTITLE = CRV09,
        YEAR = "2009",
        PAGES = "260-267",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136504"}

@article{bb140545,
        AUTHOR = "Ambai, M. and Yoshida, Y.",
        TITLE = "Augmenting Training Samples with a Large Number of Rough Segmentation
Datasets",
        JOURNAL = IEICE,
        VOLUME = "E94-D",
        YEAR = "2011",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "1880-1888",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136505"}

@article{bb140546,
        AUTHOR = "Rico Juan, J.R. and Inesta, J.M.",
        TITLE = "New rank methods for reducing the size of the training
set using the nearest neighbor rule",
        JOURNAL = PRL,
        VOLUME = "33",
        YEAR = "2012",
        NUMBER = "5",
        MONTH = "April",
        PAGES = "654-660",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136506"}

@article{bb140547,
        AUTHOR = "Inesta, J.M. and Rico Juan, J.R.",
        TITLE = "New rank methods for reducing the size of the training
set using the nearest neighbor rule",
        JOURNAL = PRL,
        VOLUME = "33",
        YEAR = "2012",
        NUMBER = "10",
        MONTH = "July",
        PAGES = "1434",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136506"}

@article{bb140548,
        AUTHOR = "Korting, T.S. and Garcia Fonseca, L.M. and Castejon, E.F. and Namikawa, L.M.",
        TITLE = "Improvements in Sample Selection Methods for Image Classification",
        JOURNAL = RS,
        VOLUME = "6",
        YEAR = "2014",
        NUMBER = "8",
        PAGES = "7580-7591",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136507"}

@article{bb140549,
        AUTHOR = "Cheng, D.S. and Setti, F. and Zeni, N. and Ferrario, R. and Cristani, M.",
        TITLE = "Semantically-driven automatic creation of training sets for object
recognition",
        JOURNAL = CVIU,
        VOLUME = "131",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "56-71",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136508"}

@article{bb140550,
        AUTHOR = "Hamidzadeh, J. and Monsefi, R. and Yazdi, H.S.",
        TITLE = "IRAHC: Instance Reduction Algorithm using Hyperrectangle Clustering",
        JOURNAL = PR,
        VOLUME = "48",
        YEAR = "2015",
        NUMBER = "5",
        PAGES = "1878-1889",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136509"}

@article{bb140551,
        AUTHOR = "Ma, L. and Cheng, L. and Li, M.C. and Liu, Y.X. and Ma, X.X.",
        TITLE = "Training set size, scale, and features in Geographic Object-Based
Image Analysis of very high resolution unmanned aerial vehicle
imagery",
        JOURNAL = PandRS,
        VOLUME = "102",
        YEAR = "2015",
        NUMBER = "1",
        PAGES = "14-27",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136510"}

@article{bb140552,
        AUTHOR = "Yang, W. and Yin, X.S. and Xia, G.S.",
        TITLE = "Learning High-level Features for Satellite Image Classification With
Limited Labeled Samples",
        JOURNAL = GeoRS,
        VOLUME = "53",
        YEAR = "2015",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "4472-4482",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136511"}

@article{bb140553,
        AUTHOR = "Wu, H. and Miao, Z.J. and Chen, J.Y. and Yang, J. and Gao, X.",
        TITLE = "Recognition improvement through the optimisation of learning
instances",
        JOURNAL = IET-CV,
        VOLUME = "9",
        YEAR = "2015",
        NUMBER = "3",
        PAGES = "419-427",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136512"}

@article{bb140554,
        AUTHOR = "Colditz, R.R.",
        TITLE = "An Evaluation of Different Training Sample Allocation Schemes for
Discrete and Continuous Land Cover Classification Using Decision
Tree-Based Algorithms",
        JOURNAL = RS,
        VOLUME = "7",
        YEAR = "2015",
        NUMBER = "8",
        PAGES = "9655",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136513"}

@article{bb140555,
        AUTHOR = "Huang, X. and Weng, C.L. and Lu, Q.K. and Feng, T.T. and Zhang, L.P.",
        TITLE = "Automatic Labelling and Selection of Training Samples for
High-Resolution Remote Sensing Image Classification over Urban Areas",
        JOURNAL = RS,
        VOLUME = "7",
        YEAR = "2015",
        NUMBER = "12",
        PAGES = "15819",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136514"}

@article{bb140556,
        AUTHOR = "Ekambaram, R. and Fefilatyev, S. and Shreve, M. and Kramer, K. and Hall, L.O. and Goldgof, D.B. and Kasturi, R.",
        TITLE = "Active cleaning of label noise",
        JOURNAL = PR,
        VOLUME = "51",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "463-480",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136515"}

@article{bb140557,
        AUTHOR = "Jamjoom, M. and El Hindi, K.",
        TITLE = "Partial instance reduction for noise elimination",
        JOURNAL = PRL,
        VOLUME = "74",
        YEAR = "2016",
        NUMBER = "1",
        PAGES = "30-37",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136516"}

@article{bb140558,
        AUTHOR = "Akata, Z. and Perronnin, F. and Harchaoui, Z. and Schmid, C.",
        TITLE = "Label-Embedding for Image Classification",
        JOURNAL = PAMI,
        VOLUME = "38",
        YEAR = "2016",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1425-1438",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136517"}

@inproceedings{bb140559,
        AUTHOR = "Akata, Z. and Perronnin, F. and Harchaoui, Z. and Schmid, C.",
        TITLE = "Label-Embedding for Attribute-Based Classification",
        BOOKTITLE = CVPR13,
        YEAR = "2013",
        PAGES = "819-826",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136518"}

@inproceedings{bb140560,
        AUTHOR = "Paulin, M. and Revaud, J. and Harchaoui, Z. and Perronnin, F. and Schmid, C.",
        TITLE = "Transformation Pursuit for Image Classification",
        BOOKTITLE = CVPR14,
        YEAR = "2014",
        PAGES = "3646-3653",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136519"}

@article{bb140561,
        AUTHOR = "Chatzilari, E. and Nikolopoulos, S. and Kompatsiaris, I. and Kittler, J.V.",
        TITLE = "SALIC: Social Active Learning for Image Classification",
        JOURNAL = MultMed,
        VOLUME = "18",
        YEAR = "2016",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1488-1503",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136520"}

@article{bb140562,
        AUTHOR = "Yao, Y. and Zhang, J. and Shen, F. and Hua, X. and Xu, J. and Tang, Z.",
        TITLE = "Exploiting Web Images for Dataset Construction:
A Domain Robust Approach",
        JOURNAL = MultMed,
        VOLUME = "19",
        YEAR = "2017",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1771-1784",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136521"}

@article{bb140563,
        AUTHOR = "Rahmani, M. and Atia, G.K.",
        TITLE = "Spatial Random Sampling: A Structure-Preserving Data Sketching Tool",
        JOURNAL = SPLetters,
        VOLUME = "24",
        YEAR = "2017",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "1398-1402",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136522"}

@inproceedings{bb140564,
        AUTHOR = "Rahmani, M. and Atia, G.K.",
        TITLE = "Robust and Scalable Column/Row Sampling from Corrupted Big Data",
        BOOKTITLE = RSL-CV17,
        YEAR = "2017",
        PAGES = "1818-1826",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136523"}

@article{bb140565,
        AUTHOR = "Liu, H.F. and Tao, Z.Q. and Fu, Y.",
        TITLE = "Partition Level Constrained Clustering",
        JOURNAL = PAMI,
        VOLUME = "40",
        YEAR = "2018",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "2469-2483",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136524"}

@article{bb140566,
        AUTHOR = "Zhang, J.J. and Shao, K. and Luo, X.",
        TITLE = "Small Sample Image Recognition Using Improved Convolutional Neural
Network",
        JOURNAL = JVCIR,
        VOLUME = "55",
        YEAR = "2018",
        PAGES = "640-647",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136525"}

@article{bb140567,
        AUTHOR = "Vakhitov, A. and Kuzmin, A. and Lempitsky, V.",
        TITLE = "Set2Model Networks:
Learning Discriminatively to Learn Generative Models",
        JOURNAL = CVIU,
        VOLUME = "173",
        YEAR = "2018",
        PAGES = "13-23",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136526"}

@inproceedings{bb140568,
        AUTHOR = "Lempitsky, V. and Kuzmin, A. and Vakhitov, A.",
        TITLE = "Set2Model Networks:
Learning Discriminatively to Learn Generative Models",
        BOOKTITLE = WSM17,
        YEAR = "2017",
        PAGES = "357-366",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136526"}

@article{bb140569,
        AUTHOR = "Zachariah, D. and Stoica, P.",
        TITLE = "Effect Inference From Two-Group Data With Sampling Bias",
        JOURNAL = SPLetters,
        VOLUME = "26",
        YEAR = "2019",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1103-1106",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136527"}

@article{bb140570,
        AUTHOR = "Yin, Q.B. and Adeli, E. and Shen, L. and Shen, D.G.",
        TITLE = "Population-guided large margin classifier for high-dimension
low-sample-size problems",
        JOURNAL = PR,
        VOLUME = "97",
        YEAR = "2020",
        PAGES = "107030",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136528"}

@article{bb140571,
        AUTHOR = "Shen, L. and Er, M.J. and Yin, Q.B.",
        TITLE = "Classification for high-dimension low-sample size data",
        JOURNAL = PR,
        VOLUME = "130",
        YEAR = "2022",
        PAGES = "108828",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136529"}

@inproceedings{bb140572,
        AUTHOR = "Mishra, S. and Yamasaki, T. and Imaizumi, H.",
        TITLE = "Improving image classifiers for small datasets by learning rate
adaptations",
        BOOKTITLE = MVA19,
        YEAR = "2019",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136530"}

@article{bb140573,
        AUTHOR = "Mithun, N.C. and Panda, R. and Roy Chowdhury, A.K.",
        TITLE = "Construction of Diverse Image Datasets From Web Collections With
Limited Labeling",
        JOURNAL = CirSysVideo,
        VOLUME = "30",
        YEAR = "2020",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1147-1161",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136531"}

@article{bb140574,
        AUTHOR = "Gong, C. and Shi, H. and Yang, J. and Yang, J.",
        TITLE = "Multi-Manifold Positive and Unlabeled Learning for Visual Analysis",
        JOURNAL = CirSysVideo,
        VOLUME = "30",
        YEAR = "2020",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "1396-1409",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136532"}

@article{bb140575,
        AUTHOR = "Sellars, P. and Aviles Rivero, A.I. and Schonlieb, C.B.",
        TITLE = "Superpixel Contracted Graph-Based Learning for Hyperspectral Image
Classification",
        JOURNAL = GeoRS,
        VOLUME = "58",
        YEAR = "2020",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "4180-4193",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136533"}

@article{bb140576,
        AUTHOR = "Hao, Q. and Li, S. and Kang, X.",
        TITLE = "Multilabel Sample Augmentation-Based Hyperspectral Image
Classification",
        JOURNAL = GeoRS,
        VOLUME = "58",
        YEAR = "2020",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "4263-4278",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136534"}

@article{bb140577,
        AUTHOR = "Li, H.Z. and Wang, W.Q.",
        TITLE = "Reinterpreting CTC training as iterative fitting",
        JOURNAL = PR,
        VOLUME = "105",
        YEAR = "2020",
        PAGES = "107392",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136535"}

@article{bb140578,
        AUTHOR = "Besson, O.",
        TITLE = "Adaptive Detection Using Whitened Data When Some of the Training
Samples Undergo Covariance Mismatch",
        JOURNAL = SPLetters,
        VOLUME = "27",
        YEAR = "2020",
        PAGES = "795-799",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136536"}

@article{bb140579,
        AUTHOR = "Yalcinkaya, O. and Golge, E. and Duygulu, P.",
        TITLE = "I-ME: iterative model evolution for learning from weakly labeled images
and videos",
        JOURNAL = MVA,
        VOLUME = "31",
        YEAR = "2020",
        NUMBER = "5",
        MONTH = "July",
        PAGES = "Article40",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136537"}

@inproceedings{bb140580,
        AUTHOR = "Golge, E. and Duygulu, P.",
        TITLE = "ConceptMap: Mining Noisy Web Data for Concept Learning",
        BOOKTITLE = ECCV14,
        YEAR = "2014",
        PAGES = "VII: 439-455",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136538"}

@article{bb140581,
        AUTHOR = "Li, X. and Chang, D. and Ma, Z. and Tan, Z. and Xue, J. and Cao, J. and Yu, J. and Guo, J.",
        TITLE = "OSLNet: Deep Small-Sample Classification With an Orthogonal Softmax
Layer",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        PAGES = "6482-6495",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136539"}

@article{bb140582,
        AUTHOR = "Syrris, V. and Pesek, O. and Soille, P.",
        TITLE = "SatImNet: Structured and Harmonised Training Data for Enhanced
Satellite Imagery Classification",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "20",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136540"}

@article{bb140583,
        AUTHOR = "Khan, A. and Maji, P.",
        TITLE = "Approximate Graph Laplacians for Multimodal Data Clustering",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "798-813",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136541"}

@inproceedings{bb140584,
        AUTHOR = "Mandal, A. and Maji, P.",
        TITLE = "A New Method to Address Singularity Problem in Multimodal Data Analysis",
        BOOKTITLE = PReMI17,
        YEAR = "2017",
        PAGES = "43-51",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136542"}

@article{bb140585,
        AUTHOR = "Gong, C. and Shi, H. and Liu, T.L. and Zhang, C. and Yang, J. and Tao, D.C.",
        TITLE = "Loss Decomposition and Centroid Estimation for Positive and Unlabeled
Learning",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "918-932",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136543"}

@article{bb140586,
        AUTHOR = "Ramezan, C.A. and Warner, T.A. and Maxwell, A.E. and Price, B.S.",
        TITLE = "Effects of Training Set Size on Supervised Machine-Learning
Land-Cover Classification of Large-Area High-Resolution Remotely
Sensed Data",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136544"}

@article{bb140587,
        AUTHOR = "Li, Y. and Zhao, Z.Q. and Sun, H. and Cen, Y.G. and He, Z.H.",
        TITLE = "Snowball: Iterative Model Evolution and Confident Sample Discovery
for Semi-Supervised Learning on Very Small Labeled Datasets",
        JOURNAL = MultMed,
        VOLUME = "23",
        YEAR = "2021",
        PAGES = "1354-1366",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136545"}

@article{bb140588,
        AUTHOR = "Li, J.J. and Meng, L.K. and Yang, B.B. and Tao, C.X. and Li, L.Y. and Zhang, W.",
        TITLE = "LabelRS: An Automated Toolbox to Make Deep Learning Samples from
Remote Sensing Images",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "11",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136546"}

@article{bb140589,
        AUTHOR = "Lartigue, T. and Bottani, S. and Baron, S. and Colliot, O. and Durrleman, S. and Allassonniere, S.",
        TITLE = "Gaussian Graphical Model Exploration and Selection in High Dimension
Low Sample Size Setting",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "3196-3213",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136547"}

@inproceedings{bb140590,
        AUTHOR = "Scmitsu, T. and Nakamura, M. and Ishigami, S. and Aoki, T. and Lee, T.Y. and Isu, Y.",
        TITLE = "Estimating Contribution of Training Datasets using Shapley Values in
Data-scale for Visual Recognition",
        BOOKTITLE = MVA21,
        YEAR = "2021",
        PAGES = "1-5",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136548"}

@article{bb140591,
        AUTHOR = "Ye, H.J. and Zhan, D.C. and Jiang, Y. and Zhou, Z.H.",
        TITLE = "Heterogeneous Few-Shot Model Rectification With Semantic Mapping",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "3878-3891",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136549"}

@article{bb140592,
        AUTHOR = "Liu, J.X. and Zhang, K.F. and Wu, S.Q. and Shi, H.T. and Zhao, Y.D. and Sun, Y.Q. and Zhuang, H.F. and Fu, E.",
        TITLE = "An Investigation of a Multidimensional CNN Combined with an Attention
Mechanism Model to Resolve Small-Sample Problems in Hyperspectral
Image Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136550"}

@article{bb140593,
        AUTHOR = "Qi, G.J. and Luo, J.B.",
        TITLE = "Small Data Challenges in Big Data Era: A Survey of Recent Progress on
Unsupervised and Semi-Supervised Methods",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "2168-2187",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136551"}

@article{bb140594,
        AUTHOR = "Gao, K.L. and Liu, B. and Yu, X. and Yu, A.Z.",
        TITLE = "Unsupervised Meta Learning With Multiview Constraints for
Hyperspectral Image Small Sample set Classification",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "3449-3462",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136552"}

@article{bb140595,
        AUTHOR = "Gao, K.L. and Yu, A.Z. and You, X. and Qiu, C.P. and Liu, B. and Guo, W.",
        TITLE = "Learning General-Purpose Representations for Cross-Domain
Hyperspectral Images Classification with Small Samples",
        JOURNAL = RS,
        VOLUME = "15",
        YEAR = "2023",
        NUMBER = "4",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136553"}

@article{bb140596,
        AUTHOR = "Ma, K.F. and Yao, C.X. and Liu, B. and Hu, Q.F. and Li, S.M. and He, P.P. and Han, J.",
        TITLE = "Segment Anything Model-Based Hyperspectral Image Classification for
Small Samples",
        JOURNAL = RS,
        VOLUME = "17",
        YEAR = "2025",
        NUMBER = "8",
        PAGES = "1349",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136554"}

@article{bb140597,
        AUTHOR = "Kleinewillinghofer, L. and Olofsson, P. and Pebesma, E. and Meyer, H. and Buck, O. and Haub, C. and Eiselt, B.",
        TITLE = "Unbiased Area Estimation Using Copernicus High Resolution Layers and
Reference Data",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "19",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136555"}

@article{bb140598,
        AUTHOR = "Sun, C.H. and Zhang, X.H. and Meng, H.Y. and Cao, X.H. and Zhang, J.H.",
        TITLE = "AC-WGAN-GP: Generating Labeled Samples for Improving Hyperspectral
Image Classification with Small-Samples",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "19",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136556"}

@article{bb140599,
        AUTHOR = "Ye, H. and Wang, Y.L. and Liu, W.J. and Liu, J. and Chen, H.",
        TITLE = "Adaptive Detection in Partially Homogeneous Environment with Limited
Samples Based on Geometric Barycenters",
        JOURNAL = SPLetters,
        VOLUME = "29",
        YEAR = "2022",
        PAGES = "2083-2087",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT136557"}