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        TITLE = "OSLNet: Deep Small-Sample Classification With an Orthogonal Softmax
Layer",
        JOURNAL = IP,
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        YEAR = "2020",
        PAGES = "6482-6495",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT104113"}

@article{bb107801,
        AUTHOR = "Syrris, V. and Pesek, O. and Soille, P.",
        TITLE = "SatImNet: Structured and Harmonised Training Data for Enhanced
Satellite Imagery Classification",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "20",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT104114"}

@article{bb107802,
        AUTHOR = "Khan, A. and Maji, P.",
        TITLE = "Approximate Graph Laplacians for Multimodal Data Clustering",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "798-813",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT104115"}

@inproceedings{bb107803,
        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#TT104116"}

@article{bb107804,
        AUTHOR = "Gong, C. and Shi, H. and Liu, T.L. and Zhang, C. and Yang, J. and Tao, D.C.",
        TITLE = "Loss Decomposition and Centroid Estimation for Positive and Unlabeled
Learning",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "918-932",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT104117"}

@article{bb107805,
        AUTHOR = "Ramezan, C.A. and Warner, T.A. and Maxwell, A.E. and Price, B.S.",
        TITLE = "Effects of Training Set Size on Supervised Machine-Learning
Land-Cover Classification of Large-Area High-Resolution Remotely
Sensed Data",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT104118"}

@article{bb107806,
        AUTHOR = "Li, Y. and Zhao, Z.Q. and Sun, H. and Cen, Y.G. and He, Z.H.",
        TITLE = "Snowball: Iterative Model Evolution and Confident Sample Discovery
for Semi-Supervised Learning on Very Small Labeled Datasets",
        JOURNAL = MultMed,
        VOLUME = "23",
        YEAR = "2021",
        PAGES = "1354-1366",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT104119"}

@article{bb107807,
        AUTHOR = "Li, J.J. and Meng, L.K. and Yang, B.B. and Tao, C.X. and Li, L.Y. and Zhang, W.",
        TITLE = "LabelRS: An Automated Toolbox to Make Deep Learning Samples from
Remote Sensing Images",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "11",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT104120"}

@article{bb107808,
        AUTHOR = "Lartigue, T. and Bottani, S. and Baron, S. and Colliot, O. and Durrleman, S. and Allassonniere, S.",
        TITLE = "Gaussian Graphical Model Exploration and Selection in High Dimension
Low Sample Size Setting",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "3196-3213",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT104121"}

@inproceedings{bb107809,
        AUTHOR = "Scmitsu, T. and Nakamura, M. and Ishigami, S. and Aoki, T. and Lee, T.Y. and Isu, Y.",
        TITLE = "Estimating Contribution of Training Datasets using Shapley Values in
Data-scale for Visual Recognition",
        BOOKTITLE = MVA21,
        YEAR = "2021",
        PAGES = "1-5",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT104122"}

@article{bb107810,
        AUTHOR = "Ye, H.J. and Zhan, D.C. and Jiang, Y. and Zhou, Z.H.",
        TITLE = "Heterogeneous Few-Shot Model Rectification With Semantic Mapping",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "3878-3891",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT104123"}

@inproceedings{bb107811,
        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#TT104124"}

@inproceedings{bb107812,
        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#TT104125"}

@inproceedings{bb107813,
        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#TT104126"}

@inproceedings{bb107814,
        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",
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@inproceedings{bb107815,
        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#TT104128"}

@inproceedings{bb107816,
        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",
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@inproceedings{bb107817,
        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",
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@inproceedings{bb107818,
        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",
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@inproceedings{bb107819,
        AUTHOR = "Yang, D. and Deng, J.",
        TITLE = "Learning to Generate 3D Training Data Through Hybrid Gradient",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
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@inproceedings{bb107820,
        AUTHOR = "Mandal, D. and Bharadwaj, S. and Biswas, S.",
        TITLE = "A Novel Self-Supervised Re-labeling Approach for Training with Noisy
Labels",
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        YEAR = "2020",
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@inproceedings{bb107821,
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        TITLE = "REPAIR: Removing Representation Bias by Dataset Resampling",
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        YEAR = "2019",
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@inproceedings{bb107822,
        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",
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@inproceedings{bb107823,
        AUTHOR = "Tanno, R. and Saeedi, A. and Sankaranarayanan, S. and Alexander, D.C. and Silberman, N.",
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Confusion",
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@inproceedings{bb107824,
        AUTHOR = "Teney, D. and van den Hengel, A.J.",
        TITLE = "Actively Seeking and Learning From Live Data",
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@inproceedings{bb107825,
        AUTHOR = "Dovrat, O. and Lang, I. and Avidan, S.",
        TITLE = "Learning to Sample",
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        YEAR = "2019",
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@inproceedings{bb107826,
        AUTHOR = "Haufel, G. and Bulatov, D. and Helmholz, P.",
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For Training Data Generation",
        BOOKTITLE = PIA19,
        YEAR = "2019",
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@inproceedings{bb107827,
        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",
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@inproceedings{bb107828,
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@book{bb107829,
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        TITLE = "Copying machine learning classifiers",
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@inproceedings{bb107830,
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@inproceedings{bb107831,
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        TITLE = "Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep
Neural Network Embeddings",
        BOOKTITLE = BEFace18,
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@inproceedings{bb107832,
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        BOOKTITLE = CVPR18,
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@inproceedings{bb107833,
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Discrimination",
        BOOKTITLE = CVPR18,
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@inproceedings{bb107834,
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Probabilistic Introspection",
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@inproceedings{bb107835,
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Training",
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@inproceedings{bb107836,
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@inproceedings{bb107837,
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@inproceedings{bb107838,
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@inproceedings{bb107839,
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@inproceedings{bb107840,
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@inproceedings{bb107841,
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@inproceedings{bb107842,
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@inproceedings{bb107843,
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@inproceedings{bb107844,
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Exploiting Web Videos and Images",
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@inproceedings{bb107845,
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@inproceedings{bb107847,
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@inproceedings{bb107848,
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@inproceedings{bb107850,
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@inproceedings{bb107851,
        AUTHOR = "Tommasi, T. and Patricia, N. and Caputo, B. and Tuytelaars, T.",
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@inproceedings{bb107852,
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@inproceedings{bb107853,
        AUTHOR = "Abdulhak, S.A. and Riviera, W. and Cristani, M.",
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        YEAR = "2015",
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@inproceedings{bb107854,
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        YEAR = "2015",
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@inproceedings{bb107855,
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@inproceedings{bb107856,
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@inproceedings{bb107857,
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@inproceedings{bb107858,
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bootstrapping for image classification",
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@inproceedings{bb107859,
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        TITLE = "Wifbs: A Web-Based Image Feature Benchmark System",
        BOOKTITLE = MMMod15,
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@inproceedings{bb107860,
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        TITLE = "Automatic Training Sample Selection for a Multi-Evidence Based Crop
Classification Approach",
        BOOKTITLE = Thematic14,
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@inproceedings{bb107861,
        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
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@inproceedings{bb107862,
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@inproceedings{bb107866,
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@inproceedings{bb107867,
        AUTHOR = "Hong, G.X. and Huang, C.L. and Hsu, S.C. and Tsai, C.H.",
        TITLE = "Optimal Training Set Selection for Video Annotation",
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        YEAR = "2010",
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@inproceedings{bb107868,
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        TITLE = "Efficient Boosted Weak Classifiers for Object Detection",
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        YEAR = "2010",
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sampling method",
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@inproceedings{bb107871,
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@inproceedings{bb107872,
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@inproceedings{bb107873,
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@inproceedings{bb107874,
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@inproceedings{bb107875,
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@inproceedings{bb107876,
        AUTHOR = "Kim, S.W.",
        TITLE = "On Using a Dissimilarity Representation Method to Solve the Small
Sample Size Problem for Face Recognition",
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@inproceedings{bb107877,
        AUTHOR = "Ren, J.L.",
        TITLE = "A Pattern Selection Algorithm Based on the Generalized Confidence",
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@inproceedings{bb107878,
        AUTHOR = "Cazes, T.B. and Feitosa, R.Q. and Mota, G.L.A.",
        TITLE = "Automatic Selection of Training Samples for Multitemporal Image
Classification",
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        YEAR = "2004",
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@inproceedings{bb107879,
        AUTHOR = "Yang, C.B. and Dong, M. and Fotouhi, F.",
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A Natural Language Processing Approach",
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@inproceedings{bb107880,
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Components Analysis",
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        YEAR = "2005",
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@inproceedings{bb107881,
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        YEAR = "2008",
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@inproceedings{bb107882,
        AUTHOR = "Vazquez, F.D. and Salvador Sanchez, J. and Pla, F.",
        TITLE = "A Stochastic Approach to Wilson's Editing Algorithm",
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        YEAR = "2005",
        PAGES = "II:35",
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@inproceedings{bb107883,
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        YEAR = "2005",
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@inproceedings{bb107884,
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@inproceedings{bb107885,
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@inproceedings{bb107886,
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@inproceedings{bb107887,
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@inproceedings{bb107888,
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@inproceedings{bb107889,
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@inproceedings{bb107899,
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