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        YEAR = "2019",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134962"}

@article{bb139001,
        AUTHOR = "Mithun, N.C. and Panda, R. and Roy Chowdhury, A.K.",
        TITLE = "Construction of Diverse Image Datasets From Web Collections With
Limited Labeling",
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@article{bb139002,
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        TITLE = "Multi-Manifold Positive and Unlabeled Learning for Visual Analysis",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134964"}

@article{bb139003,
        AUTHOR = "Sellars, P. and Aviles Rivero, A.I. and Schonlieb, C.B.",
        TITLE = "Superpixel Contracted Graph-Based Learning for Hyperspectral Image
Classification",
        JOURNAL = GeoRS,
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        YEAR = "2020",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134965"}

@article{bb139004,
        AUTHOR = "Hao, Q. and Li, S. and Kang, X.",
        TITLE = "Multilabel Sample Augmentation-Based Hyperspectral Image
Classification",
        JOURNAL = GeoRS,
        VOLUME = "58",
        YEAR = "2020",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "4263-4278",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134966"}

@article{bb139005,
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        TITLE = "Reinterpreting CTC training as iterative fitting",
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@article{bb139006,
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Samples Undergo Covariance Mismatch",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134968"}

@article{bb139007,
        AUTHOR = "Yalcinkaya, O. and Golge, E. and Duygulu, P.",
        TITLE = "I-ME: iterative model evolution for learning from weakly labeled images
and videos",
        JOURNAL = MVA,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134969"}

@inproceedings{bb139008,
        AUTHOR = "Golge, E. and Duygulu, P.",
        TITLE = "ConceptMap: Mining Noisy Web Data for Concept Learning",
        BOOKTITLE = ECCV14,
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        PAGES = "VII: 439-455",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134970"}

@article{bb139009,
        AUTHOR = "Li, X. and Chang, D. and Ma, Z. and Tan, Z. and Xue, J. and Cao, J. and Yu, J. and Guo, J.",
        TITLE = "OSLNet: Deep Small-Sample Classification With an Orthogonal Softmax
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        YEAR = "2020",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134971"}

@article{bb139010,
        AUTHOR = "Syrris, V. and Pesek, O. and Soille, P.",
        TITLE = "SatImNet: Structured and Harmonised Training Data for Enhanced
Satellite Imagery Classification",
        JOURNAL = RS,
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        YEAR = "2020",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134972"}

@article{bb139011,
        AUTHOR = "Khan, A. and Maji, P.",
        TITLE = "Approximate Graph Laplacians for Multimodal Data Clustering",
        JOURNAL = PAMI,
        VOLUME = "43",
        YEAR = "2021",
        NUMBER = "3",
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        PAGES = "798-813",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134973"}

@inproceedings{bb139012,
        AUTHOR = "Mandal, A. and Maji, P.",
        TITLE = "A New Method to Address Singularity Problem in Multimodal Data Analysis",
        BOOKTITLE = PReMI17,
        YEAR = "2017",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134974"}

@article{bb139013,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134975"}

@article{bb139014,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134976"}

@article{bb139015,
        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#TT134977"}

@article{bb139016,
        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,
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        YEAR = "2021",
        NUMBER = "11",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134978"}

@article{bb139017,
        AUTHOR = "Lartigue, T. and Bottani, S. and Baron, S. and Colliot, O. and Durrleman, S. and Allassonniere, S.",
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Low Sample Size Setting",
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        MONTH = "September",
        PAGES = "3196-3213",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134979"}

@inproceedings{bb139018,
        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#TT134980"}

@article{bb139019,
        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,
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        YEAR = "2021",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "3878-3891",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134981"}

@article{bb139020,
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        TITLE = "An Investigation of a Multidimensional CNN Combined with an Attention
Mechanism Model to Resolve Small-Sample Problems in Hyperspectral
Image Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134982"}

@article{bb139021,
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        TITLE = "Small Data Challenges in Big Data Era: A Survey of Recent Progress on
Unsupervised and Semi-Supervised Methods",
        JOURNAL = PAMI,
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        NUMBER = "4",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134983"}

@article{bb139022,
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        TITLE = "Unsupervised Meta Learning With Multiview Constraints for
Hyperspectral Image Small Sample set Classification",
        JOURNAL = IP,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134984"}

@article{bb139023,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134985"}

@article{bb139024,
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        NUMBER = "8",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134986"}

@article{bb139025,
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@article{bb139026,
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        TITLE = "AC-WGAN-GP: Generating Labeled Samples for Improving Hyperspectral
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        NUMBER = "19",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134988"}

@article{bb139027,
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training data",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134991"}

@article{bb139030,
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        TITLE = "Multi-Level Cascade Sparse Representation Learning for Small Data
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        JOURNAL = CirSysVideo,
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        NUMBER = "5",
        MONTH = "May",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134992"}

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        NUMBER = "6",
        MONTH = "June",
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Subspace Interference",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134995"}

@article{bb139034,
        AUTHOR = "Tsutsui, S. and Fu, Y.W. and Crandall, D.",
        TITLE = "Reinforcing Generated Images via Meta-Learning for One-Shot
Fine-Grained Visual Recognition",
        JOURNAL = PAMI,
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        NUMBER = "3",
        MONTH = "March",
        PAGES = "1455-1463",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134996"}

@article{bb139035,
        AUTHOR = "Bai, C. and Han, X.J.",
        TITLE = "MRFormer: Multiscale retractable transformer for medical image
progressive denoising via noise level estimation",
        JOURNAL = IVC,
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@article{bb139036,
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        TITLE = "Runge-Kutta Guided Feature Augmentation for Few-Sample Learning",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134998"}

@article{bb139037,
        AUTHOR = "Liang, K.M. and Yin, Z.J. and Min, M. and Liu, Y. and Ma, Z.Y. and Guo, J.",
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        NUMBER = "5",
        MONTH = "May",
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@article{bb139038,
        AUTHOR = "Liu, C. and Mittal, G. and Karianakis, N. and Fragoso, V. and Yu, Y. and Fu, Y. and Chen, M.",
        TITLE = "HyperSTAR: Task-Aware Hyperparameter Recommendation for Training and
Compression",
        JOURNAL = IJCV,
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        NUMBER = "6",
        MONTH = "June",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135000"}

@article{bb139039,
        AUTHOR = "Yang, Z. and Ding, M. and Huang, T.L. and Cen, Y. and Song, J.S. and Xu, B. and Dong, Y.X. and Tang, J.",
        TITLE = "Does Negative Sampling Matter? a Review With Insights Into its Theory
and Applications",
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        YEAR = "2024",
        NUMBER = "8",
        MONTH = "August",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135001"}

@article{bb139040,
        AUTHOR = "Chen, C.R. and Han, J.G. and Debattista, K.",
        TITLE = "Virtual Category Learning: A Semi-Supervised Learning Method for
Dense Prediction With Extremely Limited Labels",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "5595-5611",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135002"}

@article{bb139041,
        AUTHOR = "Zhang, L. and Song, R. and Tan, W.H. and Ma, L. and Zhang, W.",
        TITLE = "IGCN: A Provably Informative GCN Embedding for Semi-Supervised
Learning With Extremely Limited Labels",
        JOURNAL = PAMI,
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        YEAR = "2024",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "8396-8409",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135003"}

@article{bb139042,
        AUTHOR = "Foody, G.M.",
        TITLE = "Characterising the Thematic Content of Image Pixels with
Topologically Structured Clustering",
        JOURNAL = RS,
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        YEAR = "2025",
        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135004"}

@article{bb139043,
        AUTHOR = "Peng, W.J. and Huang, H.X. and Chen, T.S. and Ke, Q.H. and Dai, G. and Huang, S.P.",
        TITLE = "Globally Correlation-Aware Hard Negative Generation",
        JOURNAL = IJCV,
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        NUMBER = "5",
        MONTH = "May",
        PAGES = "2441-2462",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135005"}

@article{bb139044,
        AUTHOR = "Wang, C. and Zhang, W.T. and Wang, J.N. and Wu, Y.",
        TITLE = "Few-Samples Target Recognition Based on Dual-Generation Network Data
Augmentation and Feature Fusion",
        JOURNAL = SPLetters,
        VOLUME = "32",
        YEAR = "2025",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135006"}

@article{bb139045,
        AUTHOR = "Mudalgi, S. and Bui, A.T.",
        TITLE = "Scalable data twinning",
        JOURNAL = PRL,
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        YEAR = "2026",
        PAGES = "34-39",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135007"}

@article{bb139046,
        AUTHOR = "Luo, R. and Zhou, Z.X.",
        TITLE = "Density-sorted prediction set:
Efficient conformal prediction for multi-target regression",
        JOURNAL = PR,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135008"}

@article{bb139047,
        AUTHOR = "Deng, W.C. and Park, S. and Li, M. and Simeone, O.",
        TITLE = "Optimizing In-Context Learning for Efficient Full Conformal
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@inproceedings{bb139048,
        AUTHOR = "Asakura, T. and Inoue, N. and Shinoda, K.",
        TITLE = "Diffusion-Based Generative Regularization for Supervised
Discriminative Learning",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "8915-8926",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135010"}

@inproceedings{bb139049,
        AUTHOR = "Khondaker, A. and Ray, N.",
        TITLE = "Learning Instance-Specific Parameters of Black-Box Models Using
Differentiable Surrogates",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "7429-7438",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135011"}

@inproceedings{bb139050,
        AUTHOR = "Liu, T.R. and Yang, H.K. and Liu, J.M. and Huang, C.W. and Chiang, T.C. and Kong, Q. and Kobori, N. and Lee, C.Y.",
        TITLE = "Reprojection Errors as Prompts for Efficient Scene Coordinate
Regression",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XXX: 286-302",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135012"}

@inproceedings{bb139051,
        AUTHOR = "DeAlcala, D. and Mancera, G. and Morales, A. and Fierrez, J. and Tolosana, R. and Ortega Garcia, J.",
        TITLE = "A Comprehensive Analysis of Factors Impacting Membership Inference",
        BOOKTITLE = SAIAD24,
        YEAR = "2024",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135013"}

@inproceedings{bb139052,
        AUTHOR = "Wang, H.J. and Ji, Q.",
        TITLE = "Epistemic Uncertainty Quantification for Pretrained Neural Networks",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "11052-11061",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135014"}

@inproceedings{bb139053,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT135015"}

@inproceedings{bb139054,
        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",
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@inproceedings{bb139055,
        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#TT135017"}

@inproceedings{bb139056,
        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#TT135018"}

@inproceedings{bb139057,
        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#TT135019"}

@inproceedings{bb139058,
        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#TT135020"}

@inproceedings{bb139059,
        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#TT135021"}

@inproceedings{bb139060,
        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#TT135022"}

@inproceedings{bb139061,
        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#TT135023"}

@inproceedings{bb139062,
        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#TT135024"}

@inproceedings{bb139063,
        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#TT135025"}

@inproceedings{bb139064,
        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#TT135026"}

@inproceedings{bb139065,
        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#TT135027"}

@inproceedings{bb139066,
        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#TT135028"}

@inproceedings{bb139067,
        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#TT135029"}

@inproceedings{bb139068,
        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#TT135030"}

@inproceedings{bb139069,
        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#TT135031"}

@inproceedings{bb139070,
        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#TT135032"}

@inproceedings{bb139071,
        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#TT135033"}

@inproceedings{bb139072,
        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#TT135034"}

@inproceedings{bb139073,
        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#TT135035"}

@inproceedings{bb139074,
        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#TT135036"}

@inproceedings{bb139075,
        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#TT135037"}

@inproceedings{bb139076,
        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#TT135038"}

@inproceedings{bb139077,
        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#TT135039"}

@inproceedings{bb139078,
        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#TT135040"}

@inproceedings{bb139079,
        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#TT135041"}

@inproceedings{bb139080,
        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#TT135042"}

@inproceedings{bb139081,
        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#TT135043"}

@inproceedings{bb139082,
        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#TT135044"}

@inproceedings{bb139083,
        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#TT135045"}

@inproceedings{bb139084,
        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#TT135046"}

@inproceedings{bb139085,
        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#TT135047"}

@inproceedings{bb139086,
        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#TT135048"}

@inproceedings{bb139087,
        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#TT135049"}

@inproceedings{bb139088,
        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#TT135050"}

@inproceedings{bb139089,
        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#TT135051"}

@inproceedings{bb139090,
        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#TT135052"}

@inproceedings{bb139091,
        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",
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@inproceedings{bb139092,
        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#TT135054"}

@book{bb139093,
        AUTHOR = "Unceta, I. and Nin, J. and Pujol, O.",
        TITLE = "Copying machine learning classifiers",
        PUBLISHER = "Online",
        YEAR = "2019",
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@inproceedings{bb139094,
        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#TT135056"}

@inproceedings{bb139095,
        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#TT135057"}

@inproceedings{bb139096,
        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#TT135058"}

@inproceedings{bb139097,
        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#TT135059"}

@inproceedings{bb139098,
        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#TT135060"}

@inproceedings{bb139099,
        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#TT135061"}

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