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AUTHOR = "Lempitsky, V. and Kuzmin, A. and Vakhitov, A.",
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@inproceedings{bb138147,
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@inproceedings{bb138155,
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@article{bb138157,
AUTHOR = "Syrris, V. and Pesek, O. and Soille, P.",
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@article{bb138158,
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@article{bb138161,
AUTHOR = "Ramezan, C.A. and Warner, T.A. and Maxwell, A.E. and Price, B.S.",
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@article{bb138162,
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#TT134125"}
@article{bb138163,
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#TT134126"}
@article{bb138164,
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#TT134127"}
@inproceedings{bb138165,
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#TT134128"}
@article{bb138166,
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#TT134129"}
@article{bb138167,
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#TT134130"}
@article{bb138168,
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,
VOLUME = "44",
YEAR = "2022",
NUMBER = "4",
MONTH = "April",
PAGES = "2168-2187",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134131"}
@article{bb138169,
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",
JOURNAL = IP,
VOLUME = "31",
YEAR = "2022",
PAGES = "3449-3462",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134132"}
@article{bb138170,
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,
VOLUME = "15",
YEAR = "2023",
NUMBER = "4",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134133"}
@article{bb138171,
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,
VOLUME = "17",
YEAR = "2025",
NUMBER = "8",
PAGES = "1349",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134134"}
@article{bb138172,
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",
JOURNAL = RS,
VOLUME = "14",
YEAR = "2022",
NUMBER = "19",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134135"}
@article{bb138173,
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,
VOLUME = "14",
YEAR = "2022",
NUMBER = "19",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134136"}
@article{bb138174,
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",
JOURNAL = SPLetters,
VOLUME = "29",
YEAR = "2022",
PAGES = "2083-2087",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134137"}
@article{bb138175,
AUTHOR = "Shifat E Rabbi, M. and Zhuang, Y. and Li, S.Y. and Rubaiyat, A.H.M. and Yin, X. and Rohde, G.K.",
TITLE = "Invariance encoding in sliced-Wasserstein space for image
classification with limited training data",
JOURNAL = PR,
VOLUME = "137",
YEAR = "2023",
PAGES = "109268",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134138"}
@article{bb138176,
AUTHOR = "Ren, Y.T. and Jin, P.Y. and Li, Y.Y. and Mao, K.M.",
TITLE = "An efficient hyperspectral image classification method for limited
training data",
JOURNAL = IET-IPR,
VOLUME = "17",
YEAR = "2023",
NUMBER = "6",
PAGES = "1709-1717",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134139"}
@article{bb138177,
AUTHOR = "Zhong, W.Y. and Li, H.X. and Hu, Q.H. and Gao, Y. and Chen, C.L.",
TITLE = "Multi-Level Cascade Sparse Representation Learning for Small Data
Classification",
JOURNAL = CirSysVideo,
VOLUME = "33",
YEAR = "2023",
NUMBER = "5",
MONTH = "May",
PAGES = "2451-2464",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134140"}
@article{bb138178,
AUTHOR = "Chu, J.L. and Liu, J. and Wang, H.J. and Meng, H. and Gong, Z.G. and Li, T.R.",
TITLE = "Micro-Supervised Disturbance Learning:
A Perspective of Representation Probability Distribution",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "6",
MONTH = "June",
PAGES = "7542-7558",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134141"}
@article{bb138179,
AUTHOR = "Napoles, G. and Grau, I. and Jastrzebska, A. and Salgueiro, Y.",
TITLE = "Presumably correct decision sets",
JOURNAL = PR,
VOLUME = "141",
YEAR = "2023",
PAGES = "109640",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134142"}
@article{bb138180,
AUTHOR = "Liu, W.J. and Liu, J. and Liu, T. and Chen, H. and Wang, Y.L.",
TITLE = "Detector Design and Performance Analysis for Target Detection in
Subspace Interference",
JOURNAL = SPLetters,
VOLUME = "30",
YEAR = "2023",
PAGES = "618-622",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134143"}
@article{bb138181,
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,
VOLUME = "46",
YEAR = "2024",
NUMBER = "3",
MONTH = "March",
PAGES = "1455-1463",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134144"}
@article{bb138182,
AUTHOR = "Bai, C. and Han, X.J.",
TITLE = "MRFormer: Multiscale retractable transformer for medical image
progressive denoising via noise level estimation",
JOURNAL = IVC,
VOLUME = "144",
YEAR = "2024",
PAGES = "104974",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134145"}
@article{bb138183,
AUTHOR = "Wei, J. and Yang, Y. and Guan, X. and Xu, X. and Wang, G.Q. and Shen, H.T.",
TITLE = "Runge-Kutta Guided Feature Augmentation for Few-Sample Learning",
JOURNAL = MultMed,
VOLUME = "26",
YEAR = "2024",
PAGES = "7349-7358",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134146"}
@article{bb138184,
AUTHOR = "Liang, K.M. and Yin, Z.J. and Min, M. and Liu, Y. and Ma, Z.Y. and Guo, J.",
TITLE = "Learning Dynamic Prototypes for Visual Pattern Debiasing",
JOURNAL = IJCV,
VOLUME = "132",
YEAR = "2024",
NUMBER = "5",
MONTH = "May",
PAGES = "1777-1799",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134147"}
@article{bb138185,
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,
VOLUME = "132",
YEAR = "2024",
NUMBER = "6",
MONTH = "June",
PAGES = "1913-1927",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134148"}
@article{bb138186,
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",
JOURNAL = PAMI,
VOLUME = "46",
YEAR = "2024",
NUMBER = "8",
MONTH = "August",
PAGES = "5692-5711",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134149"}
@article{bb138187,
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#TT134150"}
@article{bb138188,
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,
VOLUME = "46",
YEAR = "2024",
NUMBER = "12",
MONTH = "December",
PAGES = "8396-8409",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134151"}
@article{bb138189,
AUTHOR = "Foody, G.M.",
TITLE = "Characterising the Thematic Content of Image Pixels with
Topologically Structured Clustering",
JOURNAL = RS,
VOLUME = "17",
YEAR = "2025",
NUMBER = "1",
PAGES = "130",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134152"}
@article{bb138190,
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,
VOLUME = "133",
YEAR = "2025",
NUMBER = "5",
MONTH = "May",
PAGES = "2441-2462",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134153"}
@article{bb138191,
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",
PAGES = "3984-3988",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134154"}
@article{bb138192,
AUTHOR = "Mudalgi, S. and Bui, A.T.",
TITLE = "Scalable data twinning",
JOURNAL = PRL,
VOLUME = "199",
YEAR = "2026",
PAGES = "34-39",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134155"}
@article{bb138193,
AUTHOR = "Luo, R. and Zhou, Z.X.",
TITLE = "Density-sorted prediction set:
Efficient conformal prediction for multi-target regression",
JOURNAL = PR,
VOLUME = "172",
YEAR = "2026",
PAGES = "112513",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134156"}
@article{bb138194,
AUTHOR = "Deng, W.C. and Park, S. and Li, M. and Simeone, O.",
TITLE = "Optimizing In-Context Learning for Efficient Full Conformal
Prediction",
JOURNAL = SPLetters,
VOLUME = "33",
YEAR = "2026",
PAGES = "311-315",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134157"}
@inproceedings{bb138195,
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#TT134158"}
@inproceedings{bb138196,
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#TT134159"}
@inproceedings{bb138197,
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#TT134160"}
@inproceedings{bb138198,
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",
PAGES = "3585-3593",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT134161"}
@inproceedings{bb138199,
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#TT134162"}
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