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        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",
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        YEAR = "2021",
        PAGES = "1354-1366",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134563"}

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        TITLE = "LabelRS: An Automated Toolbox to Make Deep Learning Samples from
Remote Sensing Images",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134564"}

@article{bb138602,
        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",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134565"}

@inproceedings{bb138603,
        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#TT134566"}

@article{bb138604,
        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#TT134567"}

@article{bb138605,
        AUTHOR = "Liu, J.X. and Zhang, K.F. and Wu, S.Q. and Shi, H.T. and Zhao, Y.D. and Sun, Y.Q. and Zhuang, H.F. and Fu, E.",
        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#TT134568"}

@article{bb138606,
        AUTHOR = "Qi, G.J. and Luo, J.B.",
        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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        YEAR = "2022",
        NUMBER = "4",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134569"}

@article{bb138607,
        AUTHOR = "Gao, K.L. and Liu, B. and Yu, X. and Yu, A.Z.",
        TITLE = "Unsupervised Meta Learning With Multiview Constraints for
Hyperspectral Image Small Sample set Classification",
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        YEAR = "2022",
        PAGES = "3449-3462",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134570"}

@article{bb138608,
        AUTHOR = "Gao, K.L. and Yu, A.Z. and You, X. and Qiu, C.P. and Liu, B. and Guo, W.",
        TITLE = "Learning General-Purpose Representations for Cross-Domain
Hyperspectral Images Classification with Small Samples",
        JOURNAL = RS,
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        YEAR = "2023",
        NUMBER = "4",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134571"}

@article{bb138609,
        AUTHOR = "Ma, K.F. and Yao, C.X. and Liu, B. and Hu, Q.F. and Li, S.M. and He, P.P. and Han, J.",
        TITLE = "Segment Anything Model-Based Hyperspectral Image Classification for
Small Samples",
        JOURNAL = RS,
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        NUMBER = "8",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134572"}

@article{bb138610,
        AUTHOR = "Kleinewillinghofer, L. and Olofsson, P. and Pebesma, E. and Meyer, H. and Buck, O. and Haub, C. and Eiselt, B.",
        TITLE = "Unbiased Area Estimation Using Copernicus High Resolution Layers and
Reference Data",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134573"}

@article{bb138611,
        AUTHOR = "Sun, C.H. and Zhang, X.H. and Meng, H.Y. and Cao, X.H. and Zhang, J.H.",
        TITLE = "AC-WGAN-GP: Generating Labeled Samples for Improving Hyperspectral
Image Classification with Small-Samples",
        JOURNAL = RS,
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        NUMBER = "19",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134574"}

@article{bb138612,
        AUTHOR = "Ye, H. and Wang, Y.L. and Liu, W.J. and Liu, J. and Chen, H.",
        TITLE = "Adaptive Detection in Partially Homogeneous Environment with Limited
Samples Based on Geometric Barycenters",
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        VOLUME = "29",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134575"}

@article{bb138613,
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classification with limited training data",
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@article{bb138614,
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        TITLE = "An efficient hyperspectral image classification method for limited
training data",
        JOURNAL = IET-IPR,
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        NUMBER = "6",
        PAGES = "1709-1717",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134577"}

@article{bb138615,
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        TITLE = "Multi-Level Cascade Sparse Representation Learning for Small Data
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        JOURNAL = CirSysVideo,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134578"}

@article{bb138616,
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A Perspective of Representation Probability Distribution",
        JOURNAL = PAMI,
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@article{bb138617,
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Subspace Interference",
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@article{bb138619,
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        TITLE = "Reinforcing Generated Images via Meta-Learning for One-Shot
Fine-Grained Visual Recognition",
        JOURNAL = PAMI,
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@article{bb138620,
        AUTHOR = "Bai, C. and Han, X.J.",
        TITLE = "MRFormer: Multiscale retractable transformer for medical image
progressive denoising via noise level estimation",
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@article{bb138621,
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@article{bb138622,
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@article{bb138623,
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        NUMBER = "6",
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@article{bb138625,
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        TITLE = "Virtual Category Learning: A Semi-Supervised Learning Method for
Dense Prediction With Extremely Limited Labels",
        JOURNAL = PAMI,
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        NUMBER = "8",
        MONTH = "August",
        PAGES = "5595-5611",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134588"}

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        TITLE = "IGCN: A Provably Informative GCN Embedding for Semi-Supervised
Learning With Extremely Limited Labels",
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        NUMBER = "12",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134589"}

@article{bb138627,
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Topologically Structured Clustering",
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@article{bb138628,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134591"}

@article{bb138629,
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@inproceedings{bb138633,
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@inproceedings{bb138634,
        AUTHOR = "Khondaker, A. and Ray, N.",
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Differentiable Surrogates",
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@inproceedings{bb138635,
        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
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        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XXX: 286-302",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134598"}

@inproceedings{bb138636,
        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",
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@inproceedings{bb138637,
        AUTHOR = "Wang, H.J. and Ji, Q.",
        TITLE = "Epistemic Uncertainty Quantification for Pretrained Neural Networks",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "11052-11061",
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@inproceedings{bb138638,
        AUTHOR = "Myers, A. and Miolane, N.",
        TITLE = "On Accuracy and Speed of Geodesic Regression: Do Geometric Priors
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        BOOKTITLE = L3D-IVU24,
        YEAR = "2024",
        PAGES = "2714-2722",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134601"}

@inproceedings{bb138639,
        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",
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@inproceedings{bb138640,
        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#TT134603"}

@inproceedings{bb138641,
        AUTHOR = "Hong, C. and Cha, B. and Kim, B.H. and Oh, T.H.",
        TITLE = "Enhancing Classification Accuracy on Limited Data via Unconditional
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        BOOKTITLE = LIMIT23,
        YEAR = "2023",
        PAGES = "1049-1057",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134604"}

@inproceedings{bb138642,
        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",
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@inproceedings{bb138643,
        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",
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@inproceedings{bb138644,
        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",
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@inproceedings{bb138645,
        AUTHOR = "Patel, D. and Sastry, P.S.",
        TITLE = "Adaptive Sample Selection for Robust Learning under Label Noise",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "3921-3931",
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@inproceedings{bb138646,
        AUTHOR = "Vanderschueren, A. and de Vleeschouwer, C.",
        TITLE = "Are Straight-Through gradients and Soft-Thresholding all you need for
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        BOOKTITLE = WACV23,
        YEAR = "2023",
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@inproceedings{bb138647,
        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",
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@inproceedings{bb138648,
        AUTHOR = "Cheng, M. and You, X.G.",
        TITLE = "Leachable Component Clustering",
        BOOKTITLE = "ICPR22",
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@inproceedings{bb138649,
        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
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        BOOKTITLE = ECCV22,
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        PAGES = "XI:241-258",
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@inproceedings{bb138650,
        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.",
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@inproceedings{bb138651,
        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,
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@inproceedings{bb138652,
        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.",
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@inproceedings{bb138653,
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@inproceedings{bb138654,
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        TITLE = "Learning from Synthetic Vehicles",
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@inproceedings{bb138655,
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        YEAR = "2021",
        PAGES = "4081-4088",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134618"}

@inproceedings{bb138656,
        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#TT134619"}

@inproceedings{bb138657,
        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#TT134620"}

@inproceedings{bb138658,
        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#TT134621"}

@inproceedings{bb138659,
        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#TT134622"}

@inproceedings{bb138660,
        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#TT134623"}

@inproceedings{bb138661,
        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#TT134624"}

@inproceedings{bb138662,
        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#TT134625"}

@inproceedings{bb138663,
        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#TT134626"}

@inproceedings{bb138664,
        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#TT134627"}

@inproceedings{bb138665,
        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#TT134628"}

@inproceedings{bb138666,
        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#TT134629"}

@inproceedings{bb138667,
        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#TT134630"}

@inproceedings{bb138668,
        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#TT134631"}

@inproceedings{bb138669,
        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#TT134632"}

@inproceedings{bb138670,
        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#TT134633"}

@inproceedings{bb138671,
        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#TT134634"}

@inproceedings{bb138672,
        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#TT134635"}

@inproceedings{bb138673,
        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#TT134636"}

@inproceedings{bb138674,
        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#TT134637"}

@inproceedings{bb138675,
        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#TT134638"}

@inproceedings{bb138676,
        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#TT134639"}

@inproceedings{bb138677,
        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#TT134640"}

@book{bb138678,
        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#TT134641"}

@inproceedings{bb138679,
        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#TT134642"}

@inproceedings{bb138680,
        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#TT134643"}

@inproceedings{bb138681,
        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#TT134644"}

@inproceedings{bb138682,
        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#TT134645"}

@inproceedings{bb138683,
        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#TT134646"}

@inproceedings{bb138684,
        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#TT134647"}

@inproceedings{bb138685,
        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#TT134648"}

@inproceedings{bb138686,
        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#TT134649"}

@inproceedings{bb138687,
        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#TT134650"}

@inproceedings{bb138688,
        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#TT134651"}

@inproceedings{bb138689,
        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#TT134652"}

@inproceedings{bb138690,
        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#TT134653"}

@inproceedings{bb138691,
        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#TT134654"}

@inproceedings{bb138692,
        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#TT134655"}

@inproceedings{bb138693,
        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#TT134656"}

@inproceedings{bb138694,
        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#TT134657"}

@inproceedings{bb138695,
        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#TT134658"}

@inproceedings{bb138696,
        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#TT134659"}

@inproceedings{bb138697,
        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#TT134660"}

@inproceedings{bb138698,
        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#TT134661"}

@inproceedings{bb138699,
        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#TT134662"}