@article{bb136100,
AUTHOR = "Korting, T.S. and Garcia Fonseca, L.M. and Castejon, E.F. and Namikawa, L.M.",
TITLE = "Improvements in Sample Selection Methods for Image Classification",
JOURNAL = RS,
VOLUME = "6",
YEAR = "2014",
NUMBER = "8",
PAGES = "7580-7591",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132108"}
@article{bb136101,
AUTHOR = "Cheng, D.S. and Setti, F. and Zeni, N. and Ferrario, R. and Cristani, M.",
TITLE = "Semantically-driven automatic creation of training sets for object
recognition",
JOURNAL = CVIU,
VOLUME = "131",
YEAR = "2015",
NUMBER = "1",
PAGES = "56-71",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132109"}
@article{bb136102,
AUTHOR = "Hamidzadeh, J. and Monsefi, R. and Yazdi, H.S.",
TITLE = "IRAHC: Instance Reduction Algorithm using Hyperrectangle Clustering",
JOURNAL = PR,
VOLUME = "48",
YEAR = "2015",
NUMBER = "5",
PAGES = "1878-1889",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132110"}
@article{bb136103,
AUTHOR = "Ma, L. and Cheng, L. and Li, M.C. and Liu, Y.X. and Ma, X.X.",
TITLE = "Training set size, scale, and features in Geographic Object-Based
Image Analysis of very high resolution unmanned aerial vehicle
imagery",
JOURNAL = PandRS,
VOLUME = "102",
YEAR = "2015",
NUMBER = "1",
PAGES = "14-27",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132111"}
@article{bb136104,
AUTHOR = "Yang, W. and Yin, X.S. and Xia, G.S.",
TITLE = "Learning High-level Features for Satellite Image Classification With
Limited Labeled Samples",
JOURNAL = GeoRS,
VOLUME = "53",
YEAR = "2015",
NUMBER = "8",
MONTH = "August",
PAGES = "4472-4482",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132112"}
@article{bb136105,
AUTHOR = "Wu, H. and Miao, Z.J. and Chen, J.Y. and Yang, J. and Gao, X.",
TITLE = "Recognition improvement through the optimisation of learning
instances",
JOURNAL = IET-CV,
VOLUME = "9",
YEAR = "2015",
NUMBER = "3",
PAGES = "419-427",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132113"}
@article{bb136106,
AUTHOR = "Colditz, R.R.",
TITLE = "An Evaluation of Different Training Sample Allocation Schemes for
Discrete and Continuous Land Cover Classification Using Decision
Tree-Based Algorithms",
JOURNAL = RS,
VOLUME = "7",
YEAR = "2015",
NUMBER = "8",
PAGES = "9655",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132114"}
@article{bb136107,
AUTHOR = "Huang, X. and Weng, C.L. and Lu, Q.K. and Feng, T.T. and Zhang, L.P.",
TITLE = "Automatic Labelling and Selection of Training Samples for
High-Resolution Remote Sensing Image Classification over Urban Areas",
JOURNAL = RS,
VOLUME = "7",
YEAR = "2015",
NUMBER = "12",
PAGES = "15819",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132115"}
@article{bb136108,
AUTHOR = "Ekambaram, R. and Fefilatyev, S. and Shreve, M. and Kramer, K. and Hall, L.O. and Goldgof, D.B. and Kasturi, R.",
TITLE = "Active cleaning of label noise",
JOURNAL = PR,
VOLUME = "51",
YEAR = "2016",
NUMBER = "1",
PAGES = "463-480",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132116"}
@article{bb136109,
AUTHOR = "Jamjoom, M. and El Hindi, K.",
TITLE = "Partial instance reduction for noise elimination",
JOURNAL = PRL,
VOLUME = "74",
YEAR = "2016",
NUMBER = "1",
PAGES = "30-37",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132117"}
@article{bb136110,
AUTHOR = "Akata, Z. and Perronnin, F. and Harchaoui, Z. and Schmid, C.",
TITLE = "Label-Embedding for Image Classification",
JOURNAL = PAMI,
VOLUME = "38",
YEAR = "2016",
NUMBER = "7",
MONTH = "July",
PAGES = "1425-1438",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132118"}
@inproceedings{bb136111,
AUTHOR = "Akata, Z. and Perronnin, F. and Harchaoui, Z. and Schmid, C.",
TITLE = "Label-Embedding for Attribute-Based Classification",
BOOKTITLE = CVPR13,
YEAR = "2013",
PAGES = "819-826",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132119"}
@inproceedings{bb136112,
AUTHOR = "Paulin, M. and Revaud, J. and Harchaoui, Z. and Perronnin, F. and Schmid, C.",
TITLE = "Transformation Pursuit for Image Classification",
BOOKTITLE = CVPR14,
YEAR = "2014",
PAGES = "3646-3653",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132120"}
@article{bb136113,
AUTHOR = "Chatzilari, E. and Nikolopoulos, S. and Kompatsiaris, I. and Kittler, J.V.",
TITLE = "SALIC: Social Active Learning for Image Classification",
JOURNAL = MultMed,
VOLUME = "18",
YEAR = "2016",
NUMBER = "8",
MONTH = "August",
PAGES = "1488-1503",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132121"}
@article{bb136114,
AUTHOR = "Yao, Y. and Zhang, J. and Shen, F. and Hua, X. and Xu, J. and Tang, Z.",
TITLE = "Exploiting Web Images for Dataset Construction:
A Domain Robust Approach",
JOURNAL = MultMed,
VOLUME = "19",
YEAR = "2017",
NUMBER = "8",
MONTH = "August",
PAGES = "1771-1784",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132122"}
@article{bb136115,
AUTHOR = "Rahmani, M. and Atia, G.K.",
TITLE = "Spatial Random Sampling: A Structure-Preserving Data Sketching Tool",
JOURNAL = SPLetters,
VOLUME = "24",
YEAR = "2017",
NUMBER = "9",
MONTH = "September",
PAGES = "1398-1402",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132123"}
@inproceedings{bb136116,
AUTHOR = "Rahmani, M. and Atia, G.K.",
TITLE = "Robust and Scalable Column/Row Sampling from Corrupted Big Data",
BOOKTITLE = RSL-CV17,
YEAR = "2017",
PAGES = "1818-1826",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132124"}
@article{bb136117,
AUTHOR = "Liu, H.F. and Tao, Z.Q. and Fu, Y.",
TITLE = "Partition Level Constrained Clustering",
JOURNAL = PAMI,
VOLUME = "40",
YEAR = "2018",
NUMBER = "10",
MONTH = "October",
PAGES = "2469-2483",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132125"}
@article{bb136118,
AUTHOR = "Zhang, J.J. and Shao, K. and Luo, X.",
TITLE = "Small Sample Image Recognition Using Improved Convolutional Neural
Network",
JOURNAL = JVCIR,
VOLUME = "55",
YEAR = "2018",
PAGES = "640-647",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132126"}
@article{bb136119,
AUTHOR = "Vakhitov, A. and Kuzmin, A. and Lempitsky, V.",
TITLE = "Set2Model Networks:
Learning Discriminatively to Learn Generative Models",
JOURNAL = CVIU,
VOLUME = "173",
YEAR = "2018",
PAGES = "13-23",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132127"}
@inproceedings{bb136120,
AUTHOR = "Lempitsky, V. and Kuzmin, A. and Vakhitov, A.",
TITLE = "Set2Model Networks:
Learning Discriminatively to Learn Generative Models",
BOOKTITLE = WSM17,
YEAR = "2017",
PAGES = "357-366",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132127"}
@article{bb136121,
AUTHOR = "Zachariah, D. and Stoica, P.",
TITLE = "Effect Inference From Two-Group Data With Sampling Bias",
JOURNAL = SPLetters,
VOLUME = "26",
YEAR = "2019",
NUMBER = "8",
MONTH = "August",
PAGES = "1103-1106",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132128"}
@article{bb136122,
AUTHOR = "Yin, Q.B. and Adeli, E. and Shen, L. and Shen, D.G.",
TITLE = "Population-guided large margin classifier for high-dimension
low-sample-size problems",
JOURNAL = PR,
VOLUME = "97",
YEAR = "2020",
PAGES = "107030",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132129"}
@article{bb136123,
AUTHOR = "Shen, L. and Er, M.J. and Yin, Q.B.",
TITLE = "Classification for high-dimension low-sample size data",
JOURNAL = PR,
VOLUME = "130",
YEAR = "2022",
PAGES = "108828",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132130"}
@inproceedings{bb136124,
AUTHOR = "Mishra, S. and Yamasaki, T. and Imaizumi, H.",
TITLE = "Improving image classifiers for small datasets by learning rate
adaptations",
BOOKTITLE = MVA19,
YEAR = "2019",
PAGES = "1-6",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132131"}
@article{bb136125,
AUTHOR = "Mithun, N.C. and Panda, R. and Roy Chowdhury, A.K.",
TITLE = "Construction of Diverse Image Datasets From Web Collections With
Limited Labeling",
JOURNAL = CirSysVideo,
VOLUME = "30",
YEAR = "2020",
NUMBER = "4",
MONTH = "April",
PAGES = "1147-1161",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132132"}
@article{bb136126,
AUTHOR = "Gong, C. and Shi, H. and Yang, J. and Yang, J.",
TITLE = "Multi-Manifold Positive and Unlabeled Learning for Visual Analysis",
JOURNAL = CirSysVideo,
VOLUME = "30",
YEAR = "2020",
NUMBER = "5",
MONTH = "May",
PAGES = "1396-1409",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132133"}
@article{bb136127,
AUTHOR = "Sellars, P. and Aviles Rivero, A.I. and Schonlieb, C.B.",
TITLE = "Superpixel Contracted Graph-Based Learning for Hyperspectral Image
Classification",
JOURNAL = GeoRS,
VOLUME = "58",
YEAR = "2020",
NUMBER = "6",
MONTH = "June",
PAGES = "4180-4193",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132134"}
@article{bb136128,
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#TT132135"}
@article{bb136129,
AUTHOR = "Li, H.Z. and Wang, W.Q.",
TITLE = "Reinterpreting CTC training as iterative fitting",
JOURNAL = PR,
VOLUME = "105",
YEAR = "2020",
PAGES = "107392",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132136"}
@article{bb136130,
AUTHOR = "Besson, O.",
TITLE = "Adaptive Detection Using Whitened Data When Some of the Training
Samples Undergo Covariance Mismatch",
JOURNAL = SPLetters,
VOLUME = "27",
YEAR = "2020",
PAGES = "795-799",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132137"}
@article{bb136131,
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,
VOLUME = "31",
YEAR = "2020",
NUMBER = "5",
MONTH = "July",
PAGES = "Article40",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132138"}
@inproceedings{bb136132,
AUTHOR = "Golge, E. and Duygulu, P.",
TITLE = "ConceptMap: Mining Noisy Web Data for Concept Learning",
BOOKTITLE = ECCV14,
YEAR = "2014",
PAGES = "VII: 439-455",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132139"}
@article{bb136133,
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
Layer",
JOURNAL = IP,
VOLUME = "29",
YEAR = "2020",
PAGES = "6482-6495",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132140"}
@article{bb136134,
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#TT132141"}
@article{bb136135,
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#TT132142"}
@inproceedings{bb136136,
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#TT132143"}
@article{bb136137,
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#TT132144"}
@article{bb136138,
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#TT132145"}
@article{bb136139,
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#TT132146"}
@article{bb136140,
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#TT132147"}
@article{bb136141,
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#TT132148"}
@inproceedings{bb136142,
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#TT132149"}
@article{bb136143,
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#TT132150"}
@article{bb136144,
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#TT132151"}
@article{bb136145,
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#TT132152"}
@article{bb136146,
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#TT132153"}
@article{bb136147,
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#TT132154"}
@article{bb136148,
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#TT132155"}
@article{bb136149,
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#TT132156"}
@article{bb136150,
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#TT132157"}
@article{bb136151,
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#TT132158"}
@article{bb136152,
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#TT132159"}
@article{bb136153,
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#TT132160"}
@article{bb136154,
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#TT132161"}
@article{bb136155,
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#TT132162"}
@article{bb136156,
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#TT132163"}
@article{bb136157,
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#TT132164"}
@article{bb136158,
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#TT132165"}
@article{bb136159,
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#TT132166"}
@article{bb136160,
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#TT132167"}
@article{bb136161,
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#TT132168"}
@article{bb136162,
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#TT132169"}
@article{bb136163,
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#TT132170"}
@article{bb136164,
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#TT132171"}
@article{bb136165,
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#TT132172"}
@article{bb136166,
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#TT132173"}
@article{bb136167,
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#TT132174"}
@article{bb136168,
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#TT132175"}
@inproceedings{bb136169,
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#TT132176"}
@inproceedings{bb136170,
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#TT132177"}
@inproceedings{bb136171,
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#TT132178"}
@inproceedings{bb136172,
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#TT132179"}
@inproceedings{bb136173,
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#TT132180"}
@inproceedings{bb136174,
AUTHOR = "Myers, A. and Miolane, N.",
TITLE = "On Accuracy and Speed of Geodesic Regression: Do Geometric Priors
Improve Learning on Small Datasets?",
BOOKTITLE = L3D-IVU24,
YEAR = "2024",
PAGES = "2714-2722",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132181"}
@inproceedings{bb136175,
AUTHOR = "Zhang, Z.L. and Feng, M.Q. and Li, Z.H. and Xu, C.L.",
TITLE = "Discover and Mitigate Multiple Biased Subgroups in Image Classifiers",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "10906-10915",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT132182"}
@inproceedings{bb136176,
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#TT132183"}
@inproceedings{bb136177,
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#TT132184"}
@inproceedings{bb136178,
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#TT132185"}
@inproceedings{bb136179,
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#TT132186"}
@inproceedings{bb136180,
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#TT132187"}
@inproceedings{bb136181,
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#TT132188"}
@inproceedings{bb136182,
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#TT132189"}
@inproceedings{bb136183,
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#TT132190"}
@inproceedings{bb136184,
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#TT132191"}
@inproceedings{bb136185,
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#TT132192"}
@inproceedings{bb136186,
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#TT132193"}
@inproceedings{bb136187,
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#TT132194"}
@inproceedings{bb136188,
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#TT132195"}
@inproceedings{bb136189,
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#TT132196"}
@inproceedings{bb136190,
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#TT132197"}
@inproceedings{bb136191,
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#TT132198"}
@inproceedings{bb136192,
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#TT132199"}
@inproceedings{bb136193,
AUTHOR = "Jia, R.X. and Wu, F. and Sun, X. 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#TT132200"}
@inproceedings{bb136194,
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#TT132201"}
@inproceedings{bb136195,
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#TT132202"}
@inproceedings{bb136196,
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#TT132203"}
@inproceedings{bb136197,
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#TT132204"}
@inproceedings{bb136198,
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#TT132205"}
@inproceedings{bb136199,
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#TT132206"}
Last update:Nov 26, 2025 at 20:24:09