@inproceedings{bb138200,
        AUTHOR = "Myers, A. and Miolane, N.",
        TITLE = "On Accuracy and Speed of Geodesic Regression: Do Geometric Priors
Improve Learning on Small Datasets?",
        BOOKTITLE = L3D-IVU24,
        YEAR = "2024",
        PAGES = "2714-2722",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134163"}

@inproceedings{bb138201,
        AUTHOR = "Zhang, Z.L. and Feng, M.Q. and Li, Z.H. and Xu, C.L.",
        TITLE = "Discover and Mitigate Multiple Biased Subgroups in Image Classifiers",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "10906-10915",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134164"}

@inproceedings{bb138202,
        AUTHOR = "Shi, L. and Vijayaraghavan, P. and Degan, E.",
        TITLE = "Data-free Model Fusion with Generator Assistants",
        BOOKTITLE = ZeroShot24,
        YEAR = "2024",
        PAGES = "7731-7739",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134165"}

@inproceedings{bb138203,
        AUTHOR = "Hong, C. and Cha, B. and Kim, B.H. and Oh, T.H.",
        TITLE = "Enhancing Classification Accuracy on Limited Data via Unconditional
GAN",
        BOOKTITLE = LIMIT23,
        YEAR = "2023",
        PAGES = "1049-1057",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134166"}

@inproceedings{bb138204,
        AUTHOR = "Matey Sanz, M. and Torres Sospedra, J. and Gonzalez Perez, A. and Casteleyn, S. and Granell, C.",
        TITLE = "Analysis and Impact of Training Set Size in Cross-subject Human
Activity Recognition",
        BOOKTITLE = CIARP23,
        YEAR = "2023",
        PAGES = "I:391-405",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134167"}

@inproceedings{bb138205,
        AUTHOR = "Feng, W. and Gao, X.T. and Dauphin, G. and Quan, Y.H.",
        TITLE = "Rotation XGBoost Based Method for Hyperspectral Image Classification
with Limited Training Samples",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "900-904",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134168"}

@inproceedings{bb138206,
        AUTHOR = "Jeong, J. and Yu, S. and Lee, H. and Shin, J.",
        TITLE = "Enhancing Multiple Reliability Measures via Nuisance-Extended
Information Bottleneck",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "16206-16218",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134169"}

@inproceedings{bb138207,
        AUTHOR = "Patel, D. and Sastry, P.S.",
        TITLE = "Adaptive Sample Selection for Robust Learning under Label Noise",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "3921-3931",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134170"}

@inproceedings{bb138208,
        AUTHOR = "Vanderschueren, A. and de Vleeschouwer, C.",
        TITLE = "Are Straight-Through gradients and Soft-Thresholding all you need for
Sparse Training?",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "3797-3806",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134171"}

@inproceedings{bb138209,
        AUTHOR = "Deng, S.Q. and Xiong, Y.J. and Wang, M. and Xia, W. and Soatto, S.",
        TITLE = "Harnessing Unrecognizable Faces for Improving Face Recognition",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "3413-3422",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134172"}

@inproceedings{bb138210,
        AUTHOR = "Cheng, M. and You, X.G.",
        TITLE = "Leachable Component Clustering",
        BOOKTITLE = "ICPR22",
        YEAR = "2022",
        PAGES = "1858-1864",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134173"}

@inproceedings{bb138211,
        AUTHOR = "Wad, T. and Sun, Q. and Pranata, S. and Jayashree, K. and Zhang, H.W.",
        TITLE = "Equivariance and Invariance Inductive Bias for Learning from
Insufficient Data",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XI:241-258",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134174"}

@inproceedings{bb138212,
        AUTHOR = "Wang, K. and Zhao, B. and Peng, X.Y. and Zhu, Z. and Yang, S. and Wang, S. and Huang, G. and Bilen, H. and Wang, X.C. and You, Y.",
        TITLE = "CAFE: Learning to Condense Dataset by Aligning Features",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "12186-12195",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134175"}

@inproceedings{bb138213,
        AUTHOR = "Lokhande, V.S. and Chakraborty, R. and Ravi, S.N. and Singh, V.",
        TITLE = "Equivariance Allows Handling Multiple Nuisance Variables When
Analyzing Pooled Neuroimaging Datasets",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "10422-10431",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134176"}

@inproceedings{bb138214,
        AUTHOR = "Mahmood, R. and Lucas, J. and Acuna, D. and Li, D.Q. and Philion, J. and Alvarez, J.M. and Yu, Z.D. and Fidler, S. and Law, M.T.",
        TITLE = "How Much More Data Do I Need?
Estimating Requirements for Downstream Tasks",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "275-284",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134177"}

@inproceedings{bb138215,
        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#TT134178"}

@inproceedings{bb138216,
        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#TT134179"}

@inproceedings{bb138217,
        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#TT134180"}

@inproceedings{bb138218,
        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#TT134181"}

@inproceedings{bb138219,
        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#TT134182"}

@inproceedings{bb138220,
        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#TT134183"}

@inproceedings{bb138221,
        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#TT134184"}

@inproceedings{bb138222,
        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#TT134185"}

@inproceedings{bb138223,
        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#TT134186"}

@inproceedings{bb138224,
        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#TT134187"}

@inproceedings{bb138225,
        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#TT134188"}

@inproceedings{bb138226,
        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#TT134189"}

@inproceedings{bb138227,
        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#TT134190"}

@inproceedings{bb138228,
        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#TT134191"}

@inproceedings{bb138229,
        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#TT134192"}

@inproceedings{bb138230,
        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#TT134193"}

@inproceedings{bb138231,
        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#TT134194"}

@inproceedings{bb138232,
        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#TT134195"}

@inproceedings{bb138233,
        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#TT134196"}

@inproceedings{bb138234,
        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#TT134197"}

@inproceedings{bb138235,
        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#TT134198"}

@inproceedings{bb138236,
        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#TT134199"}

@inproceedings{bb138237,
        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#TT134200"}

@inproceedings{bb138238,
        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#TT134201"}

@inproceedings{bb138239,
        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#TT134202"}

@book{bb138240,
        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#TT134203"}

@inproceedings{bb138241,
        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#TT134204"}

@inproceedings{bb138242,
        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#TT134205"}

@inproceedings{bb138243,
        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#TT134206"}

@inproceedings{bb138244,
        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#TT134207"}

@inproceedings{bb138245,
        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#TT134208"}

@inproceedings{bb138246,
        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#TT134209"}

@inproceedings{bb138247,
        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#TT134210"}

@inproceedings{bb138248,
        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#TT134211"}

@inproceedings{bb138249,
        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#TT134212"}

@inproceedings{bb138250,
        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#TT134213"}

@inproceedings{bb138251,
        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#TT134214"}

@inproceedings{bb138252,
        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#TT134215"}

@inproceedings{bb138253,
        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#TT134216"}

@inproceedings{bb138254,
        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#TT134217"}

@inproceedings{bb138255,
        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#TT134218"}

@inproceedings{bb138256,
        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#TT134219"}

@inproceedings{bb138257,
        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#TT134220"}

@inproceedings{bb138258,
        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#TT134221"}

@inproceedings{bb138259,
        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#TT134222"}

@inproceedings{bb138260,
        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#TT134223"}

@inproceedings{bb138261,
        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#TT134224"}

@inproceedings{bb138262,
        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#TT134225"}

@inproceedings{bb138263,
        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#TT134226"}

@inproceedings{bb138264,
        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#TT134227"}

@inproceedings{bb138265,
        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#TT134228"}

@inproceedings{bb138266,
        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#TT134229"}

@inproceedings{bb138267,
        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#TT134230"}

@inproceedings{bb138268,
        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#TT134231"}

@inproceedings{bb138269,
        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#TT134232"}

@inproceedings{bb138270,
        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#TT134233"}

@inproceedings{bb138271,
        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#TT134234"}

@inproceedings{bb138272,
        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#TT134235"}

@inproceedings{bb138273,
        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#TT134236"}

@inproceedings{bb138274,
        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#TT134237"}

@inproceedings{bb138275,
        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#TT134238"}

@inproceedings{bb138276,
        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#TT134239"}

@inproceedings{bb138277,
        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#TT134240"}

@inproceedings{bb138278,
        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#TT134241"}

@inproceedings{bb138279,
        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#TT134242"}

@inproceedings{bb138280,
        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#TT134243"}

@inproceedings{bb138281,
        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#TT134244"}

@inproceedings{bb138282,
        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#TT134245"}

@inproceedings{bb138283,
        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#TT134246"}

@inproceedings{bb138284,
        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#TT134247"}

@inproceedings{bb138285,
        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#TT134248"}

@inproceedings{bb138286,
        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#TT134249"}

@inproceedings{bb138287,
        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#TT134250"}

@inproceedings{bb138288,
        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#TT134251"}

@inproceedings{bb138289,
        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#TT134252"}

@inproceedings{bb138290,
        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#TT134253"}

@inproceedings{bb138291,
        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#TT134254"}

@inproceedings{bb138292,
        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#TT134255"}

@inproceedings{bb138293,
        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#TT134256"}

@inproceedings{bb138294,
        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#TT134257"}

@inproceedings{bb138295,
        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#TT134258"}

@inproceedings{bb138296,
        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#TT134259"}

@inproceedings{bb138297,
        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#TT134260"}

@inproceedings{bb138298,
        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#TT134261"}

@inproceedings{bb138299,
        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#TT134262"}

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