@article{bb118800, 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#TT114960"} @inproceedings{bb118801, 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#TT114961"} @inproceedings{bb118802, 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#TT114962"} @article{bb118803, 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#TT114963"} @article{bb118804, 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#TT114964"} @article{bb118805, 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#TT114965"} @article{bb118806, 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#TT114966"} @article{bb118807, 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#TT114967"} @article{bb118808, 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#TT114968"} @inproceedings{bb118809, 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#TT114968"} @article{bb118810, 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#TT114969"} @article{bb118811, AUTHOR = "Yin, Q. 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#TT114970"} @article{bb118812, AUTHOR = "Shen, L. and Er, M.J. and Yin, Q.", 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#TT114971"} @inproceedings{bb118813, 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#TT114972"} @article{bb118814, 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#TT114973"} @article{bb118815, 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#TT114974"} @article{bb118816, 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#TT114975"} @article{bb118817, 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#TT114976"} @article{bb118818, 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#TT114977"} @article{bb118819, 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#TT114978"} @article{bb118820, 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#TT114979"} @inproceedings{bb118821, 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#TT114980"} @article{bb118822, 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#TT114981"} @article{bb118823, 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#TT114982"} @article{bb118824, 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#TT114983"} @inproceedings{bb118825, 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#TT114984"} @article{bb118826, 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#TT114985"} @article{bb118827, 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#TT114986"} @article{bb118828, 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#TT114987"} @article{bb118829, 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#TT114988"} @article{bb118830, 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#TT114989"} @inproceedings{bb118831, 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#TT114990"} @article{bb118832, 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#TT114991"} @article{bb118833, 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#TT114992"} @article{bb118834, 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#TT114993"} @article{bb118835, AUTHOR = "Gao, K.L. and Liu, B. and Yu, X. and Yu, A.", 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#TT114994"} @article{bb118836, AUTHOR = "Gao, K.L. and Yu, A. 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#TT114995"} @article{bb118837, 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#TT114996"} @article{bb118838, 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#TT114997"} @article{bb118839, 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#TT114998"} @article{bb118840, 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#TT114999"} @article{bb118841, 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#TT115000"} @article{bb118842, 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#TT115001"} @article{bb118843, 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#TT115002"} @article{bb118844, 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#TT115003"} @article{bb118845, 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#TT115004"} @inproceedings{bb118846, 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#TT115005"} @inproceedings{bb118847, 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#TT115006"} @inproceedings{bb118848, 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#TT115007"} @inproceedings{bb118849, 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#TT115008"} @inproceedings{bb118850, AUTHOR = "Wad, T. and Sun, Q. and Pranata, S. and Jayashree, K. and Zhang, H.", 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#TT115009"} @inproceedings{bb118851, 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#TT115010"} @inproceedings{bb118852, 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#TT115011"} @inproceedings{bb118853, 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#TT115012"} @inproceedings{bb118854, 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#TT115013"} @inproceedings{bb118855, AUTHOR = "Kim, T.S. and Shim, B. and Peven, M. and Qiu, W. 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#TT115014"} @inproceedings{bb118856, 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#TT115015"} @inproceedings{bb118857, 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#TT115016"} @inproceedings{bb118858, AUTHOR = "Jia, R. 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#TT115017"} @inproceedings{bb118859, 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#TT115018"} @inproceedings{bb118860, 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#TT115019"} @inproceedings{bb118861, 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#TT115020"} @inproceedings{bb118862, 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#TT115021"} @inproceedings{bb118863, 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#TT115022"} @inproceedings{bb118864, 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#TT115023"} @inproceedings{bb118865, 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#TT115024"} @inproceedings{bb118866, 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#TT115025"} @inproceedings{bb118867, AUTHOR = "Zhang, Z.Z. and Pfister, T.", TITLE = "Learning Fast Sample Re-weighting Without Reward Data", BOOKTITLE = ICCV21, YEAR = "2021", PAGES = "705-714", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern603.html#TT115026"} @inproceedings{bb118868, 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#TT115027"} @inproceedings{bb118869, 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#TT115028"} @inproceedings{bb118870, 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#TT115029"} @inproceedings{bb118871, 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#TT115030"} @inproceedings{bb118872, 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#TT115031"} @inproceedings{bb118873, 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#TT115032"} @inproceedings{bb118874, 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#TT115033"} @inproceedings{bb118875, 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#TT115034"} @inproceedings{bb118876, 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#TT115035"} @inproceedings{bb118877, 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#TT115036"} @inproceedings{bb118878, 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#TT115037"} @inproceedings{bb118879, 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#TT115038"} @book{bb118880, 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#TT115039"} @inproceedings{bb118881, 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#TT115040"} @inproceedings{bb118882, 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#TT115041"} @inproceedings{bb118883, 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#TT115042"} @inproceedings{bb118884, AUTHOR = "Wang, X.D. and Liu, Z. 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#TT115043"} @inproceedings{bb118885, 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#TT115044"} @inproceedings{bb118886, 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#TT115045"} @inproceedings{bb118887, 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#TT115046"} @inproceedings{bb118888, 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#TT115047"} @inproceedings{bb118889, 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#TT115048"} @inproceedings{bb118890, 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#TT115049"} @inproceedings{bb118891, 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#TT115050"} @inproceedings{bb118892, 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#TT115051"} @inproceedings{bb118893, 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#TT115052"} @inproceedings{bb118894, 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#TT115053"} @inproceedings{bb118895, 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#TT115054"} @inproceedings{bb118896, 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#TT115055"} @inproceedings{bb118897, 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#TT115056"} @inproceedings{bb118898, 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#TT115057"} @inproceedings{bb118899, 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#TT115058"}