@inproceedings{bb141900,
        AUTHOR = "Lemmer, S.J. and Corso, J.J.",
        TITLE = "Ground-Truth or DAER: Selective Re-Query of Secondary Information",
        BOOKTITLE = ICCV21,
        YEAR = "2021",
        PAGES = "683-694",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137848"}

@inproceedings{bb141901,
        AUTHOR = "Kim, T.S. and Shim, B. and Peven, M. and Qiu, W.C. and Yuille, A.L. and Hager, G.D.",
        TITLE = "Learning from Synthetic Vehicles",
        BOOKTITLE = RWSurvil22,
        YEAR = "2022",
        PAGES = "500-508",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137849"}

@inproceedings{bb141902,
        AUTHOR = "Kataoka, H. and Matsumoto, A. and Yamada, R. and Satoh, Y. and Yamagata, E. and Inoue, N.",
        TITLE = "Formula-driven Supervised Learning with Recursive Tiling Patterns",
        BOOKTITLE = HTCV21,
        YEAR = "2021",
        PAGES = "4081-4088",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137850"}

@inproceedings{bb141903,
        AUTHOR = "Kim, Y.D. and Yun, J. and Shon, H. and Kim, J.",
        TITLE = "Joint Negative and Positive Learning for Noisy Labels",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "9437-9446",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137851"}

@inproceedings{bb141904,
        AUTHOR = "Jia, R.X. and Wu, F. and Sun, X.H. and Xu, J.C. and Dao, D. and Kailkhura, B. and Zhang, C. and Li, B. and Song, D.",
        TITLE = "Scalability vs. Utility: Do We Have to Sacrifice One for the Other in
Data Importance Quantification?",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "8235-8243",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137852"}

@inproceedings{bb141905,
        AUTHOR = "Liu, W.Y. and Lin, R.M. and Liu, Z. and Rehg, J.M. and Paull, L. and Xiong, L. and Song, L. and Weller, A.",
        TITLE = "Orthogonal Over-Parameterized Training",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "7247-7256",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137853"}

@inproceedings{bb141906,
        AUTHOR = "Cole, E. and Aodha, O.M. and Lorieul, T. and Perona, P. and Morris, D. and Jojic, N.",
        TITLE = "Multi-Label Learning from Single Positive Labels",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "933-942",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137854"}

@inproceedings{bb141907,
        AUTHOR = "Hara, K. and Ishikawa, Y. and Kataoka, H.",
        TITLE = "Rethinking Training Data for Mitigating Representation Biases in
Action Recognition",
        BOOKTITLE = HVU21,
        YEAR = "2021",
        PAGES = "3344-3348",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137855"}

@inproceedings{bb141908,
        AUTHOR = "Bisla, D. and Saridena, A.N. and Choromanska, A.",
        TITLE = "A Theoretical-Empirical Approach to Estimating Sample Complexity of
DNNs",
        BOOKTITLE = TCV21,
        YEAR = "2021",
        PAGES = "3264-3274",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137856"}

@inproceedings{bb141909,
        AUTHOR = "Azuri, I. and Weinshall, D.",
        TITLE = "Generative Latent Implicit Conditional Optimization when Learning
from Small Sample",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "8584-8591",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137857"}

@inproceedings{bb141910,
        AUTHOR = "Lokhande, V.S. and Akash, A.K. and Ravi, S.N. and Singh, V.",
        TITLE = "FairALM: Augmented Lagrangian Method for Training Fair Models with
Little Regret",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "XII: 365-381",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137858"}

@inproceedings{bb141911,
        AUTHOR = "Raisi, E. and Bach, S.H.",
        TITLE = "Selecting Auxiliary Data Using Knowledge Graphs for Image
Classification with Limited Labels",
        BOOKTITLE = VL3W20,
        YEAR = "2020",
        PAGES = "4026-4031",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137859"}

@inproceedings{bb141912,
        AUTHOR = "Wang, Y. and Cao, Y. and Zha, Z.J. and Zhang, J. and Xiong, Z.W.",
        TITLE = "Deep Degradation Prior for Low-Quality Image Classification",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "11046-11055",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137860"}

@inproceedings{bb141913,
        AUTHOR = "Zhang, Z.Z. and Zhang, H. and Arik, S.O. and Lee, H.L. and Pfister, T.",
        TITLE = "Distilling Effective Supervision From Severe Label Noise",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "9291-9300",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137861"}

@inproceedings{bb141914,
        AUTHOR = "Rao, R. and Rao, S. and Nouri, E. and Dey, D. and Celikyilmaz, A. and Dolan, B.",
        TITLE = "Quality and Relevance Metrics for Selection of Multimodal Pretraining
Data",
        BOOKTITLE = MULWS20,
        YEAR = "2020",
        PAGES = "4109-4116",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137862"}

@inproceedings{bb141915,
        AUTHOR = "Yang, D. and Deng, J.",
        TITLE = "Learning to Generate 3D Training Data Through Hybrid Gradient",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "776-786",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137863"}

@inproceedings{bb141916,
        AUTHOR = "Mandal, D. and Bharadwaj, S. and Biswas, S.",
        TITLE = "A Novel Self-Supervised Re-labeling Approach for Training with Noisy
Labels",
        BOOKTITLE = WACV20,
        YEAR = "2020",
        PAGES = "1370-1379",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137864"}

@inproceedings{bb141917,
        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#TT137865"}

@inproceedings{bb141918,
        AUTHOR = "Cui, Y. and Jia, M.L. 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#TT137866"}

@inproceedings{bb141919,
        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#TT137867"}

@inproceedings{bb141920,
        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#TT137868"}

@inproceedings{bb141921,
        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#TT137869"}

@inproceedings{bb141922,
        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#TT137870"}

@inproceedings{bb141923,
        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#TT137871"}

@inproceedings{bb141924,
        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#TT137872"}

@book{bb141925,
        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#TT137873"}

@inproceedings{bb141926,
        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#TT137874"}

@inproceedings{bb141927,
        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#TT137875"}

@inproceedings{bb141928,
        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#TT137876"}

@inproceedings{bb141929,
        AUTHOR = "Wang, X.D. and Liu, Z.W. and Yu, S.X.",
        TITLE = "Unsupervised Feature Learning by Cross-Level Instance-Group
Discrimination",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "12581-12590",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137877"}

@inproceedings{bb141930,
        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#TT137878"}

@inproceedings{bb141931,
        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#TT137879"}

@inproceedings{bb141932,
        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#TT137880"}

@inproceedings{bb141933,
        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#TT137881"}

@inproceedings{bb141934,
        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#TT137882"}

@inproceedings{bb141935,
        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#TT137883"}

@inproceedings{bb141936,
        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#TT137884"}

@inproceedings{bb141937,
        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#TT137885"}

@inproceedings{bb141938,
        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#TT137886"}

@inproceedings{bb141939,
        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#TT137887"}

@inproceedings{bb141940,
        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#TT137888"}

@inproceedings{bb141941,
        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#TT137889"}

@inproceedings{bb141942,
        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#TT137890"}

@inproceedings{bb141943,
        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#TT137891"}

@inproceedings{bb141944,
        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#TT137892"}

@inproceedings{bb141945,
        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#TT137893"}

@inproceedings{bb141946,
        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#TT137894"}

@inproceedings{bb141947,
        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#TT137895"}

@inproceedings{bb141948,
        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#TT137896"}

@inproceedings{bb141949,
        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#TT137897"}

@inproceedings{bb141950,
        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#TT137898"}

@inproceedings{bb141951,
        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#TT137899"}

@inproceedings{bb141952,
        AUTHOR = "Chatzilari, E. and Nikolopoulos, S. and Kompatsiaris, Y.F. 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#TT137900"}

@inproceedings{bb141953,
        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#TT137901"}

@inproceedings{bb141954,
        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#TT137902"}

@inproceedings{bb141955,
        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#TT137903"}

@inproceedings{bb141956,
        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#TT137904"}

@inproceedings{bb141957,
        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#TT137905"}

@inproceedings{bb141958,
        AUTHOR = "Wu, W.N. and Liu, Y. and Zeng, W. and Guo, M. and Wang, C.Y. 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#TT137906"}

@inproceedings{bb141959,
        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#TT137907"}

@inproceedings{bb141960,
        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#TT137908"}

@inproceedings{bb141961,
        AUTHOR = "Hong, X.P. and Zhao, G.Y. and Ren, H.Y. 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#TT137909"}

@inproceedings{bb141962,
        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#TT137910"}

@inproceedings{bb141963,
        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#TT137911"}

@inproceedings{bb141964,
        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#TT137912"}

@inproceedings{bb141965,
        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#TT137913"}

@inproceedings{bb141966,
        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#TT137914"}

@inproceedings{bb141967,
        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#TT137915"}

@inproceedings{bb141968,
        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#TT137916"}

@inproceedings{bb141969,
        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#TT137917"}

@inproceedings{bb141970,
        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#TT137918"}

@inproceedings{bb141971,
        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#TT137919"}

@inproceedings{bb141972,
        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#TT137920"}

@inproceedings{bb141973,
        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#TT137921"}

@inproceedings{bb141974,
        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#TT137922"}

@inproceedings{bb141975,
        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#TT137923"}

@inproceedings{bb141976,
        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#TT137924"}

@inproceedings{bb141977,
        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#TT137925"}

@inproceedings{bb141978,
        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#TT137926"}

@inproceedings{bb141979,
        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#TT137927"}

@inproceedings{bb141980,
        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#TT137928"}

@inproceedings{bb141981,
        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#TT137929"}

@inproceedings{bb141982,
        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#TT137930"}

@inproceedings{bb141983,
        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#TT137931"}

@inproceedings{bb141984,
        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#TT137932"}

@inproceedings{bb141985,
        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#TT137933"}

@inproceedings{bb141986,
        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#TT137934"}

@inproceedings{bb141987,
        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#TT137935"}

@inproceedings{bb141988,
        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#TT137936"}

@inproceedings{bb141989,
        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#TT137937"}

@inproceedings{bb141990,
        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#TT137938"}

@inproceedings{bb141991,
        AUTHOR = "Nedeljkovic, V. and Milosavljevic, M.",
        TITLE = "On the influence of the training set data preprocessing on neural
networks training",
        BOOKTITLE = ICPR92,
        YEAR = "1992",
        PAGES = "II:33-36",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137939"}

@inproceedings{bb141992,
        AUTHOR = "Ferri, F.J. and Vidal, E.",
        TITLE = "Small sample size effects in the use of editing techniques",
        BOOKTITLE = ICPR92,
        YEAR = "1992",
        PAGES = "II:607-610",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT137940"}

@article{bb141993,
        AUTHOR = "Fukunaga, K. and Hayes, R.R.",
        TITLE = "Effects of Sample Size in Classifier Design",
        JOURNAL = PAMI,
        VOLUME = "11",
        YEAR = "1989",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "873-885",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT137941"}

@article{bb141994,
        AUTHOR = "Raudys, S.J. and Jain, A.K.",
        TITLE = "Small Sample Size Effects in Statistical Pattern Recognition:
Recommendations for Practitioners",
        JOURNAL = PAMI,
        VOLUME = "13",
        YEAR = "1991",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "252-264",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT137942"}

@inproceedings{bb141995,
        AUTHOR = "Raudys, S.J. and Jain, A.K.",
        TITLE = "Small sample size effects in statistical pattern recognition:
recommendations for practitioners and open problems",
        BOOKTITLE = ICPR90,
        YEAR = "1990",
        PAGES = "I: 417-423",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT137943"}

@article{bb141996,
        AUTHOR = "Wong, A.K.C. and Chiu, D.K.Y.",
        TITLE = "Synthesizing Statistical Knowledge from Incomplete Mixed-Mode Data",
        JOURNAL = PAMI,
        VOLUME = "9",
        YEAR = "1987",
        NUMBER = "6",
        MONTH = "November",
        PAGES = "796-805",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT137944"}

@article{bb141997,
        AUTHOR = "Chiu, D.K.Y. and Wong, A.K.C. and Chan, K.C.C.",
        TITLE = "Synthesis of Statistical Knowledge from Time-Dependent Data",
        JOURNAL = PAMI,
        VOLUME = "13",
        YEAR = "1991",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "265-271",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT137945"}

@article{bb141998,
        AUTHOR = "Chan, S.C. and Wong, A.K.C.",
        TITLE = "Synthesis and recognition of sequences",
        JOURNAL = PAMI,
        VOLUME = "13",
        YEAR = "1991",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "1245-1255",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT137946"}

@article{bb141999,
        AUTHOR = "Ibrahim, J.",
        TITLE = "Incomplete Data in Generalized Linear Models",
        JOURNAL = ASAJ,
        VOLUME = "85",
        YEAR = "1990",
        PAGES = "765-769",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern604.html#TT137947"}