@article{bb99600,
        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#TT96062"}

@article{bb99601,
        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#TT96063"}

@article{bb99602,
        AUTHOR = "Yang, W. and Yin, X. 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#TT96064"}

@article{bb99603,
        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#TT96065"}

@article{bb99604,
        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#TT96066"}

@article{bb99605,
        AUTHOR = "Huang, X. and Weng, C. and Lu, Q. 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#TT96067"}

@article{bb99606,
        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#TT96068"}

@article{bb99607,
        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#TT96069"}

@article{bb99608,
        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#TT96070"}

@inproceedings{bb99609,
        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#TT96071"}

@inproceedings{bb99610,
        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#TT96072"}

@article{bb99611,
        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#TT96073"}

@article{bb99612,
        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#TT96074"}

@article{bb99613,
        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#TT96075"}

@article{bb99614,
        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#TT96076"}

@article{bb99615,
        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#TT96077"}

@article{bb99616,
        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#TT96078"}

@inproceedings{bb99617,
        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#TT96078"}

@article{bb99618,
        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#TT96079"}

@article{bb99619,
        AUTHOR = "Yin, Q. 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#TT96080"}

@inproceedings{bb99620,
        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#TT96081"}

@inproceedings{bb99621,
        AUTHOR = "Li, Y. and Vasconcelos, N.M.",
        TITLE = "REPAIR: Removing Representation Bias by Dataset Resampling",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "9564-9573",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96082"}

@inproceedings{bb99622,
        AUTHOR = "Cui, Y. and Jia, M. and Lin, T.Y. and Song, Y. and Belongie, S.",
        TITLE = "Class-Balanced Loss Based on Effective Number of Samples",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "9260-9269",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96083"}

@inproceedings{bb99623,
        AUTHOR = "Tanno, R. and Saeedi, A. and Sankaranarayanan, S. and Alexander, D.C. and Silberman, N.",
        TITLE = "Learning From Noisy Labels by Regularized Estimation of Annotator
Confusion",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "11236-11245",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96084"}

@inproceedings{bb99624,
        AUTHOR = "Teney, D. and van den Hengel, A.J.",
        TITLE = "Actively Seeking and Learning From Live Data",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "1940-1949",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96085"}

@inproceedings{bb99625,
        AUTHOR = "Dovrat, O. and Lang, I. and Avidan, S.",
        TITLE = "Learning to Sample",
        BOOKTITLE = "CVPR19",
        YEAR = "2019",
        PAGES = "2755-2764",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96086"}

@inproceedings{bb99626,
        AUTHOR = "Haufel, G. and Bulatov, D. and Helmholz, P.",
        TITLE = "Statistical Analysis of Airborne Imagery Combined With GIS Information
For Training Data Generation",
        BOOKTITLE = PIA19,
        YEAR = "2019",
        PAGES = "111-118",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96087"}

@inproceedings{bb99627,
        AUTHOR = "Deshpande, P.J. and Sure, A. and Dikshit, O. and Tripathi, S.",
        TITLE = "A Framework for Estimating Representative Area of a Ground Sample Using
Remote Sensing",
        BOOKTITLE = IWIDF19,
        YEAR = "2019",
        PAGES = "687-692",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96088"}

@inproceedings{bb99628,
        AUTHOR = "Unceta, I. and Nin, J. and Pujol, O.",
        TITLE = "Using Copies to Remove Sensitive Data:
A Case Study on Fair Superhero Alignment Prediction",
        BOOKTITLE = IbPRIA19,
        YEAR = "2019",
        PAGES = "I:182-193",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96089"}

@book{bb99629,
        AUTHOR = "Unceta, I. and Nin, J. and Pujol, O.",
        TITLE = "Copying machine learning classifiers",
        PUBLISHER = "Online",
        YEAR = "2019",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96090"}

@inproceedings{bb99630,
        AUTHOR = "Ghosh, P. and Davis, L.S.",
        TITLE = "Understanding Center Loss Based Network for Image Retrieval with Few
Training Data",
        BOOKTITLE = WiCV-E18,
        YEAR = "2018",
        PAGES = "IV:717-722",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96091"}

@inproceedings{bb99631,
        AUTHOR = "Alvi, M. and Zisserman, A. and Nellaker, C.",
        TITLE = "Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep
Neural Network Embeddings",
        BOOKTITLE = BEFace18,
        YEAR = "2018",
        PAGES = "I:556-572",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96092"}

@inproceedings{bb99632,
        AUTHOR = "Mundhenk, T.N. and Ho, D. and Chen, B.Y.",
        TITLE = "Improvements to Context Based Self-Supervised Learning",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "9339-9348",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96093"}

@inproceedings{bb99633,
        AUTHOR = "Wu, Z.R. and Xiong, Y.J. and Yu, S.X. and Lin, D.",
        TITLE = "Unsupervised Feature Learning via Non-parametric Instance
Discrimination",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "3733-3742",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96094"}

@inproceedings{bb99634,
        AUTHOR = "Novotny, D. and Albanie, S. and Larlus, D. and Vedaldi, A.",
        TITLE = "Self-Supervised Learning of Geometrically Stable Features Through
Probabilistic Introspection",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "3637-3645",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96095"}

@inproceedings{bb99635,
        AUTHOR = "Keshari, R. and Vatsa, M. and Singh, R. and Noore, A.",
        TITLE = "Learning Structure and Strength of CNN Filters for Small Sample Size
Training",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "9349-9358",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96096"}

@inproceedings{bb99636,
        AUTHOR = "Jiang, Z. and Zhu, X. and Tan, W.t. and Liston, R.",
        TITLE = "Training sample selection for deep learning of distributed data",
        BOOKTITLE = ICIP17,
        YEAR = "2017",
        PAGES = "2189-2193",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96097"}

@inproceedings{bb99637,
        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#TT96098"}

@inproceedings{bb99638,
        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#TT96099"}

@inproceedings{bb99639,
        AUTHOR = "Dixit, M. and Kwitt, R. and Niethammer, M. and Vasconcelos, N.M.",
        TITLE = "AGA: Attribute-Guided Augmentation",
        BOOKTITLE = CVPR17,
        YEAR = "2017",
        PAGES = "3328-3336",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96100"}

@inproceedings{bb99640,
        AUTHOR = "Paul, S. and Bappy, J.H. and Roy Chowdhury, A.K.",
        TITLE = "Non-uniform Subset Selection for Active Learning in Structured Data",
        BOOKTITLE = CVPR17,
        YEAR = "2017",
        PAGES = "830-839",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96101"}

@inproceedings{bb99641,
        AUTHOR = "Bappy, J.H. and Paul, S. and Tuncel, E. and Roy Chowdhury, A.K.",
        TITLE = "The Impact of Typicality for Informative Representative Selection",
        BOOKTITLE = CVPR17,
        YEAR = "2017",
        PAGES = "771-780",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96102"}

@inproceedings{bb99642,
        AUTHOR = "Nogueira, S. and Sechidis, K. and Brown, G.",
        TITLE = "On the Use of Spearman's Rho to Measure the Stability of Feature
Rankings",
        BOOKTITLE = IbPRIA17,
        YEAR = "2017",
        PAGES = "381-391",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96103"}

@inproceedings{bb99643,
        AUTHOR = "Tejada, J. and Alexandrov, M. and Skitalinskaya, G. and Stefanovskiy, D.",
        TITLE = "Selection of Statistically Representative Subset from a Large Data Set",
        BOOKTITLE = CIARP16,
        YEAR = "2016",
        PAGES = "476-483",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96104"}

@inproceedings{bb99644,
        AUTHOR = "Canevet, O. and Fleuret, F.",
        TITLE = "Large Scale Hard Sample Mining with Monte Carlo Tree Search",
        BOOKTITLE = CVPR16,
        YEAR = "2016",
        PAGES = "5128-5137",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96105"}

@inproceedings{bb99645,
        AUTHOR = "Gan, C. and Yao, T. and Yang, K.Y. and Yang, Y. and Mei, T.",
        TITLE = "You Lead, We Exceed: Labor-Free Video Concept Learning by Jointly
Exploiting Web Videos and Images",
        BOOKTITLE = CVPR16,
        YEAR = "2016",
        PAGES = "923-932",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96106"}

@inproceedings{bb99646,
        AUTHOR = "Nirkin, Y. and Masi, I. and Tran, A.T. and Hassner, T. and Medioni, G.",
        TITLE = "On Face Segmentation, Face Swapping, and Face Perception",
        BOOKTITLE = FG18,
        YEAR = "2018",
        PAGES = "98-105",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96107"}

@inproceedings{bb99647,
        AUTHOR = "Masi, I. and Hassner, T. and Tran, A.T. and Medioni, G.",
        TITLE = "Rapid Synthesis of Massive Face Sets for Improved Face Recognition",
        BOOKTITLE = FG17,
        YEAR = "2017",
        PAGES = "604-611",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96108"}

@inproceedings{bb99648,
        AUTHOR = "Masi, I. and Tran, A.T. and Hassner, T. and Leksut, J.T. and Medioni, G.",
        TITLE = "Do We Really Need to Collect Millions of Faces for Effective Face
Recognition?",
        BOOKTITLE = ECCV16,
        YEAR = "2016",
        PAGES = "V: 579-596",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96109"}

@inproceedings{bb99649,
        AUTHOR = "Richter, S.R. and Vineet, V. and Roth, S. and Koltun, V.",
        TITLE = "Playing for Data: Ground Truth from Computer Games",
        BOOKTITLE = ECCV16,
        YEAR = "2016",
        PAGES = "II: 102-118",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96110"}

@inproceedings{bb99650,
        AUTHOR = "Choi, M.K. and Lee, H.G. and Lee, S.C.",
        TITLE = "Weighted SVM with classification uncertainty for small training
samples",
        BOOKTITLE = ICIP16,
        YEAR = "2016",
        PAGES = "4438-4442",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96111"}

@inproceedings{bb99651,
        AUTHOR = "Pourashraf, P. and Tomuro, N.",
        TITLE = "Use of a Large Image Repository to Enhance Domain Dataset for Flyer
Classification",
        BOOKTITLE = ISVC15,
        YEAR = "2015",
        PAGES = "II: 609-617",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96112"}

@inproceedings{bb99652,
        AUTHOR = "Tommasi, T. and Patricia, N. and Caputo, B. and Tuytelaars, T.",
        TITLE = "A Deeper Look at Dataset Bias",
        BOOKTITLE = GCPR15,
        YEAR = "2015",
        PAGES = "504-516",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96113"}

@inproceedings{bb99653,
        AUTHOR = "Psutka, J.V. and Psutka, J.",
        TITLE = "Sample Size for Maximum Likelihood Estimates of Gaussian Model",
        BOOKTITLE = CAIP15,
        YEAR = "2015",
        PAGES = "II:462-469",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96114"}

@inproceedings{bb99654,
        AUTHOR = "Abdulhak, S.A. and Riviera, W. and Cristani, M.",
        TITLE = "Crowdsearching Training Sets for Image Classification",
        BOOKTITLE = CIAP15,
        YEAR = "2015",
        PAGES = "I:192-202",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96115"}

@inproceedings{bb99655,
        AUTHOR = "Xiao, T. and Xia, T. and Yang, Y. and Huang, C. and Wang, X.G.",
        TITLE = "Learning from massive noisy labeled data for image classification",
        BOOKTITLE = CVPR15,
        YEAR = "2015",
        PAGES = "2691-2699",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96116"}

@inproceedings{bb99656,
        AUTHOR = "Shapovalov, R. and Vetrov, D. and Osokin, A. and Kohli, P.",
        TITLE = "Multi-utility Learning: Structured-Output Learning with Multiple
Annotation-Specific Loss Functions",
        BOOKTITLE = EMMCVPR15,
        YEAR = "2015",
        PAGES = "406-420",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96117"}

@inproceedings{bb99657,
        AUTHOR = "Schoeler, M. and Worgotter, F. and Kulvicius, T. and Papon, J.",
        TITLE = "Unsupervised Generation of Context-Relevant Training-Sets for Visual
Object Recognition Employing Multilinguality",
        BOOKTITLE = WACV15,
        YEAR = "2015",
        PAGES = "805-812",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96118"}

@inproceedings{bb99658,
        AUTHOR = "Desai, C. and Eledath, J. and Sawhney, H. and Bansal, M.",
        TITLE = "De-correlating CNN Features for Generative Classification",
        BOOKTITLE = WACV15,
        YEAR = "2015",
        PAGES = "428-435",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96119"}

@inproceedings{bb99659,
        AUTHOR = "Chatzilari, E. and Nikolopoulos, S. and Kompatsiaris, Y. and Kittler, J.V.",
        TITLE = "How many more images do we need? Performance prediction of
bootstrapping for image classification",
        BOOKTITLE = ICIP14,
        YEAR = "2014",
        PAGES = "4256-4260",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96120"}

@inproceedings{bb99660,
        AUTHOR = "Spehr, M. and Grottel, S. and Gumhold, S.",
        TITLE = "Wifbs: A Web-Based Image Feature Benchmark System",
        BOOKTITLE = MMMod15,
        YEAR = "2015",
        PAGES = "II: 159-170",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96121"}

@inproceedings{bb99661,
        AUTHOR = "Chellasamy, M. and Ty Ferre, P.A. and Humlekrog Greve, M.",
        TITLE = "Automatic Training Sample Selection for a Multi-Evidence Based Crop
Classification Approach",
        BOOKTITLE = Thematic14,
        YEAR = "2014",
        PAGES = "63-69",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96122"}

@inproceedings{bb99662,
        AUTHOR = "Plasencia Calana, Y. and Orozco Alzate, M. and Mendez Vazquez, H. and Garcia Reyes, E. and Duin, R.P.W.",
        TITLE = "Towards Scalable Prototype Selection by Genetic Algorithms with Fast
Criteria",
        BOOKTITLE = SSSPR14,
        YEAR = "2014",
        PAGES = "343-352",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96123"}

@inproceedings{bb99663,
        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#TT96124"}

@inproceedings{bb99664,
        AUTHOR = "Henriques, J.F. and Carreira, J. and Caseiro, R. and Batista, J.P.",
        TITLE = "Beyond Hard Negative Mining:
Efficient Detector Learning via Block-Circulant Decomposition",
        BOOKTITLE = ICCV13,
        YEAR = "2013",
        PAGES = "2760-2767",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96125"}

@inproceedings{bb99665,
        AUTHOR = "Vahdat, A. and Mori, G.",
        TITLE = "Handling Uncertain Tags in Visual Recognition",
        BOOKTITLE = ICCV13,
        YEAR = "2013",
        PAGES = "737-744",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96126"}

@inproceedings{bb99666,
        AUTHOR = "Wu, W.N. and Liu, Y. and Zeng, W. and Guo, M. and Wang, C. and Liu, X.Y.",
        TITLE = "Effective constructing training sets for object detection",
        BOOKTITLE = ICIP13,
        YEAR = "2013",
        PAGES = "3377-3380",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96127"}

@inproceedings{bb99667,
        AUTHOR = "Li, W.B. and Fritz, M.",
        TITLE = "Recognizing Materials from Virtual Examples",
        BOOKTITLE = ECCV12,
        YEAR = "2012",
        PAGES = "IV: 345-358",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96128"}

@inproceedings{bb99668,
        AUTHOR = "Castrillon Santana, M. and Hernandez Sosa, D. and Lorenzo Navarro, J.",
        TITLE = "Viola-Jones Based Detectors: How Much Affects the Training Set?",
        BOOKTITLE = IbPRIA11,
        YEAR = "2011",
        PAGES = "297-304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96129"}

@inproceedings{bb99669,
        AUTHOR = "Hong, G.X. and Huang, C.L. and Hsu, S.C. and Tsai, C.H.",
        TITLE = "Optimal Training Set Selection for Video Annotation",
        BOOKTITLE = PSIVT10,
        YEAR = "2010",
        PAGES = "7-14",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96130"}

@inproceedings{bb99670,
        AUTHOR = "Hong, X.P. and Zhao, G.Y. and Ren, H. and Chen, X.L.",
        TITLE = "Efficient Boosted Weak Classifiers for Object Detection",
        BOOKTITLE = SCIA13,
        YEAR = "2013",
        PAGES = "205-214",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96131"}

@inproceedings{bb99671,
        AUTHOR = "Ren, H.Y. and Hong, X.P. and Heng, C.K. and Liang, L.H. and Chen, X.L.",
        TITLE = "A Sample Pre-mapping Method Enhancing Boosting for Object Detection",
        BOOKTITLE = ICPR10,
        YEAR = "2010",
        PAGES = "3005-3008",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96132"}

@inproceedings{bb99672,
        AUTHOR = "Eaton, R. and Lowell, J. and Snorrason, M. and Irvine, J.M. and Mills, J.",
        TITLE = "Rapid training of image classifiers through adaptive, multi-frame
sampling method",
        BOOKTITLE = AIPR08,
        YEAR = "2008",
        PAGES = "1-7",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96133"}

@inproceedings{bb99673,
        AUTHOR = "Jia, Y.Q. and Salzmann, M. and Darrell, T.J.",
        TITLE = "Learning cross-modality similarity for multinomial data",
        BOOKTITLE = ICCV11,
        YEAR = "2011",
        PAGES = "2407-2414",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96134"}

@inproceedings{bb99674,
        AUTHOR = "Christoudias, C.M. and Urtasun, R. and Salzmann, M. and Darrell, T.J.",
        TITLE = "Learning to Recognize Objects from Unseen Modalities",
        BOOKTITLE = ECCV10,
        YEAR = "2010",
        PAGES = "I: 677-691",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96135"}

@inproceedings{bb99675,
        AUTHOR = "Christoudias, C.M. and Urtasun, R. and Kapoorz, A. and Darrell, T.J.",
        TITLE = "Co-training with noisy perceptual observations",
        BOOKTITLE = CVPR09,
        YEAR = "2009",
        PAGES = "2844-2851",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96136"}

@inproceedings{bb99676,
        AUTHOR = "Lapedriza, A. and Masip, D. and Vitria, J.",
        TITLE = "A Hierarchical Approach for Multi-task Logistic Regression",
        BOOKTITLE = IbPRIA07,
        YEAR = "2007",
        PAGES = "II: 258-265",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96137"}

@inproceedings{bb99677,
        AUTHOR = "Sugiyama, M. and Blankertz, B. and Krauledat, M. and Dornhege, G. and Muller, K.R.",
        TITLE = "Importance-Weighted Cross-Validation for Covariate Shift",
        BOOKTITLE = DAGM06,
        YEAR = "2006",
        PAGES = "354-363",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96138"}

@inproceedings{bb99678,
        AUTHOR = "Kim, S.W.",
        TITLE = "On Using a Dissimilarity Representation Method to Solve the Small
Sample Size Problem for Face Recognition",
        BOOKTITLE = ACIVS06,
        YEAR = "2006",
        PAGES = "1174-1185",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96139"}

@inproceedings{bb99679,
        AUTHOR = "Ren, J.L.",
        TITLE = "A Pattern Selection Algorithm Based on the Generalized Confidence",
        BOOKTITLE = ICPR06,
        YEAR = "2006",
        PAGES = "II: 824-827",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96140"}

@inproceedings{bb99680,
        AUTHOR = "Cazes, T.B. and Feitosa, R.Q. and Mota, G.L.A.",
        TITLE = "Automatic Selection of Training Samples for Multitemporal Image
Classification",
        BOOKTITLE = ICIAR04,
        YEAR = "2004",
        PAGES = "II: 389-396",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96141"}

@inproceedings{bb99681,
        AUTHOR = "Yang, C.B. and Dong, M. and Fotouhi, F.",
        TITLE = "Learning the Semantics in Image Retrieval:
A Natural Language Processing Approach",
        BOOKTITLE = MMDE04,
        YEAR = "2004",
        PAGES = "137",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96142"}

@inproceedings{bb99682,
        AUTHOR = "Yang, C.B. and Dong, M. and Fotouhi, F.",
        TITLE = "Image Content Annotation Using Bayesian Framework and Complement
Components Analysis",
        BOOKTITLE = ICIP05,
        YEAR = "2005",
        PAGES = "I: 1193-1196",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96143"}

@inproceedings{bb99683,
        AUTHOR = "Vazquez, F.D. and Salvador Sanchez, J. and Pla, F.",
        TITLE = "Learning and Forgetting with Local Information of New Objects",
        BOOKTITLE = CIARP08,
        YEAR = "2008",
        PAGES = "261-268",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96144"}

@inproceedings{bb99684,
        AUTHOR = "Vazquez, F.D. and Salvador Sanchez, J. and Pla, F.",
        TITLE = "A Stochastic Approach to Wilson's Editing Algorithm",
        BOOKTITLE = IbPRIA05,
        YEAR = "2005",
        PAGES = "II:35",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96145"}

@inproceedings{bb99685,
        AUTHOR = "Angelova, A. and Abu Mostafa, Y. and Perona, P.",
        TITLE = "Pruning Training Sets for Learning of Object Categories",
        BOOKTITLE = CVPR05,
        YEAR = "2005",
        PAGES = "I: 494-501",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96146"}

@inproceedings{bb99686,
        AUTHOR = "Franco, A. and Maltoni, D. and Nanni, L.",
        TITLE = "Reward-punishment editing",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "IV: 424-427",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96147"}

@inproceedings{bb99687,
        AUTHOR = "Kuhl, A. and Kruger, L. and Wohler, C. and Kressel, U.",
        TITLE = "Training of classifiers using virtual samples only",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "III: 418-421",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96148"}

@inproceedings{bb99688,
        AUTHOR = "Juszczak, P. and Duin, R.P.W.",
        TITLE = "Selective sampling based on the variation in label assignments",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "III: 375-378",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96149"}

@inproceedings{bb99689,
        AUTHOR = "Sprevak, D. and Azuaje, F. and Wang, H.",
        TITLE = "A non-random data sampling method for classification model assessment",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "III: 406-409",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96150"}

@inproceedings{bb99690,
        AUTHOR = "Levin, A. and Viola, P.A. and Freund, Y.",
        TITLE = "Unsupervised improvement of visual detectors using co-training",
        BOOKTITLE = ICCV03,
        YEAR = "2003",
        PAGES = "626-633",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96151"}

@inproceedings{bb99691,
        AUTHOR = "Kim, D.S. and Lee, K.Y.",
        TITLE = "Training sequence size in clustering algorithms and averaging
single-particle images",
        BOOKTITLE = ICIP03,
        YEAR = "2003",
        PAGES = "II: 435-438",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96152"}

@inproceedings{bb99692,
        AUTHOR = "Johnson, A.Y. and Sun, J. and Bobick, A.F.",
        TITLE = "Using similarity scores from a small gallery to estimate recognition
performance for larger galleries",
        BOOKTITLE = AMFG03,
        YEAR = "2003",
        PAGES = "100-103",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96153"}

@inproceedings{bb99693,
        AUTHOR = "Paredes, R. and Vidal, E. and Keysers, D.",
        TITLE = "An evaluation of the WPE algorithm using tangent distance",
        BOOKTITLE = ICPR02,
        YEAR = "2002",
        PAGES = "IV: 48-51",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96154"}

@inproceedings{bb99694,
        AUTHOR = "Veeramachaneni, S. and Nagy, G.",
        TITLE = "Classifier Adaptation with Non-representative Training Data",
        BOOKTITLE = DAS02,
        YEAR = "2002",
        PAGES = "123 ff.",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96155"}

@inproceedings{bb99695,
        AUTHOR = "Maletti, G. and Ersboll, B.K. and Conradsen, K. and Lira, J.",
        TITLE = "An Initial Training Set Generation Scheme",
        BOOKTITLE = SCIA01,
        YEAR = "2001",
        PAGES = "P-W3B",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96156"}

@inproceedings{bb99696,
        AUTHOR = "Fursov, V.A.",
        TITLE = "Training in Pattern Recognition from a Small Number of Observations
Using Projections Onto Null-space",
        BOOKTITLE = ICPR00,
        YEAR = "2000",
        PAGES = "Vol II: 785-788",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96157"}

@inproceedings{bb99697,
        AUTHOR = "Miyamoto, T. and Mitani, Y. and Hamamoto, Y.",
        TITLE = "Use of Bootstrap Samples in Quadratic Classifier Design",
        BOOKTITLE = ICPR00,
        YEAR = "2000",
        PAGES = "Vol II: 789-792",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96158"}

@inproceedings{bb99698,
        AUTHOR = "Mayer, H.A. and Huber, R.",
        TITLE = "ERC: Evolutionary Resample and Combine for
Adaptive Parallel Training Data Set Selection",
        BOOKTITLE = ICPR98,
        YEAR = "1998",
        PAGES = "Vol I: 882-885",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96159"}

@inproceedings{bb99699,
        AUTHOR = "Takacs, B. and Sadovnik, L. and Wechsler, H.",
        TITLE = "Optimal Training Set Design for 3D Object Recognition",
        BOOKTITLE = ICPR98,
        YEAR = "1998",
        PAGES = "Vol I: 558-560",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT96160"}

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