@article{bb140100, AUTHOR = "Liao, L. and Zhang, Y.N. and Maybank, S.J. and Liu, Z.F. and Liu, X.", TITLE = "Image recognition via two-dimensional random projection and nearest constrained subspace", JOURNAL = JVCIR, VOLUME = "25", YEAR = "2014", NUMBER = "5", PAGES = "1187-1198", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136087"} @article{bb140101, AUTHOR = "Liao, L. and Maybank, S.J.", TITLE = "Generalized Visual Information Analysis Via Tensorial Algebra", JOURNAL = JMIV, VOLUME = "62", YEAR = "2020", NUMBER = "4", MONTH = "May", PAGES = "560-584", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136088"} @article{bb140102, AUTHOR = "Chang, C.I. and Xiong, W. and Wen, C.H.", TITLE = "A Theory of High-Order Statistics-Based Virtual Dimensionality for Hyperspectral Imagery", JOURNAL = GeoRS, VOLUME = "52", YEAR = "2014", NUMBER = "1", MONTH = "January", PAGES = "188-208", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136089"} @article{bb140103, AUTHOR = "Demarchi, L. and Canters, F. and Cariou, C. and Licciardi, G. and Chan, J.C.W.", TITLE = "Assessing the performance of two unsupervised dimensionality reduction techniques on hyperspectral APEX data for high resolution urban land-cover mapping", JOURNAL = PandRS, VOLUME = "87", YEAR = "2014", NUMBER = "1", PAGES = "166-179", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136090"} @article{bb140104, AUTHOR = "Priem, F. and Canters, F.", TITLE = "Synergistic Use of LiDAR and APEX Hyperspectral Data for High-Resolution Urban Land Cover Mapping", JOURNAL = RS, VOLUME = "8", YEAR = "2016", NUMBER = "10", PAGES = "787", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136091"} @article{bb140105, AUTHOR = "Lunga, D. and Prasad, S. and Crawford, M.M. and Ersoy, O.", TITLE = "Manifold-Learning-Based Feature Extraction for Classification of Hyperspectral Data: A Review of Advances in Manifold Learning", JOURNAL = SPMag, VOLUME = "31", YEAR = "2014", NUMBER = "1", MONTH = "January", PAGES = "55-66", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136092"} @article{bb140106, AUTHOR = "Ren, H. and Wang, Y.L. and Huang, M.Y. and Chang, Y.L. and Kao, H.M.", TITLE = "Ensemble Empirical Mode Decomposition Parameters Optimization for Spectral Distance Measurement in Hyperspectral Remote Sensing Data", JOURNAL = RS, VOLUME = "6", YEAR = "2014", NUMBER = "3", PAGES = "2069-2083", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136093"} @article{bb140107, AUTHOR = "Zabalza, J. and Ren, J.C. and Yang, M.Q. and Zhang, Y. and Wang, J. and Marshall, S. and Han, J.W.", TITLE = "Novel Folded-PCA for improved feature extraction and data reduction with hyperspectral imaging and SAR in remote sensing", JOURNAL = PandRS, VOLUME = "93", YEAR = "2014", NUMBER = "1", PAGES = "112-122", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136094"} @article{bb140108, AUTHOR = "Lu, Q.K. and Huang, X. and Zhang, L.P.", TITLE = "A Novel Clustering-Based Feature Representation for the Classification of Hyperspectral Imagery", JOURNAL = RS, VOLUME = "6", YEAR = "2014", NUMBER = "6", PAGES = "5732-5753", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136095"} @article{bb140109, AUTHOR = "Cheng, K.J. and Dill, J.", TITLE = "Lossless to Lossy Dual-Tree BEZW Compression for Hyperspectral Images", JOURNAL = GeoRS, VOLUME = "52", YEAR = "2014", NUMBER = "9", MONTH = "Sep", PAGES = "5765-5770", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136096"} @article{bb140110, AUTHOR = "Pu, H.Y. and Chen, Z. and Wang, B. and Jiang, G.", TITLE = "A Novel Spatial-Spectral Similarity Measure for Dimensionality Reduction and Classification of Hyperspectral Imagery", JOURNAL = GeoRS, VOLUME = "52", YEAR = "2014", NUMBER = "11", MONTH = "November", PAGES = "7008-7022", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136097"} @article{bb140111, AUTHOR = "Ren, J. and Zabalza, J. and Marshall, S. and Zheng, J.", TITLE = "Effective Feature Extraction and Data Reduction in Remote Sensing Using Hyperspectral Imaging", JOURNAL = SPMag, VOLUME = "31", YEAR = "2014", NUMBER = "4", MONTH = "July", PAGES = "149-154", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136098"} @article{bb140112, AUTHOR = "Ye, Z.J. and Li, H. and Song, Y.L. and Benediktsson, J.A. and Tang, Y.Y.", TITLE = "Hyperspectral Image Classification Using Principal Components-Based Smooth Ordering and Multiple 1-D Interpolation", JOURNAL = GeoRS, VOLUME = "55", YEAR = "2017", NUMBER = "2", MONTH = "February", PAGES = "1199-1209", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136099"} @inproceedings{bb140113, AUTHOR = "Yuan, H.L. and Tang, Y.Y.", TITLE = "Multi-scale Tensor l1-Based Algorithm for Hyperspectral Image Classification", BOOKTITLE = ICPR14, YEAR = "2014", PAGES = "1383-1388", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136100"} @article{bb140114, AUTHOR = "Blanes, I. and Hernandez Cabronero, M. and Auli Llinas, F. and Serra Sagrista, J. and Marcellin, M.W.", TITLE = "Iso-range Pairwise Orthogonal Transform", JOURNAL = GeoRS, VOLUME = "53", YEAR = "2015", NUMBER = "6", MONTH = "June", PAGES = "3361-3372", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136101"} @article{bb140115, AUTHOR = "Guccione, P. and Mascolo, L. and Appice, A.", TITLE = "Iterative Hyperspectral Image Classification Using Spectral-Spatial Relational Features", JOURNAL = GeoRS, VOLUME = "53", YEAR = "2015", NUMBER = "7", MONTH = "July", PAGES = "3615-3627", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136102"} @article{bb140116, AUTHOR = "Imani, M. and Ghassemian, H.", TITLE = "Feature space discriminant analysis for hyperspectral data feature reduction", JOURNAL = PandRS, VOLUME = "102", YEAR = "2015", NUMBER = "1", PAGES = "1-13", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136103"} @article{bb140117, AUTHOR = "Imani, M. and Ghassemian, H.", TITLE = "Morphology-based structure-preserving projection for spectral-spatial feature extraction and classification of hyperspectral data", JOURNAL = IET-IPR, VOLUME = "13", YEAR = "2019", NUMBER = "2", MONTH = "February", PAGES = "270-279", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136104"} @inproceedings{bb140118, AUTHOR = "Dowlatshah, M. and Ghassemian, H. and Imani, M.", TITLE = "Spatial-spectral Morphological Feature Extraction for Hyperspectral Images Classification", BOOKTITLE = SMPR19, YEAR = "2019", PAGES = "315-320", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136105"} @article{bb140119, AUTHOR = "Imani, M. and Ghassemian, H.", TITLE = "Edge patch image-based morphological profiles for classification of multispectral and hyperspectral data", JOURNAL = IET-IPR, VOLUME = "11", YEAR = "2017", NUMBER = "3", MONTH = "March", PAGES = "164-172", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136106"} @article{bb140120, AUTHOR = "Zabalza, J. and Ren, J.C. and Zheng, J.B. and Han, J.W. and Zhao, H.M. and Li, S.T. and Marshall, S.", TITLE = "Novel Two-Dimensional Singular Spectrum Analysis for Effective Feature Extraction and Data Classification in Hyperspectral Imaging", JOURNAL = GeoRS, VOLUME = "53", YEAR = "2015", NUMBER = "8", MONTH = "August", PAGES = "4418-4433", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136107"} @article{bb140121, AUTHOR = "Guan, L.X. and Xie, W.X. and Pei, J.H.", TITLE = "Segmented minimum noise fraction transformation for efficient feature extraction of hyperspectral images", JOURNAL = PR, VOLUME = "48", YEAR = "2015", NUMBER = "10", PAGES = "3216-3226", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136108"} @article{bb140122, AUTHOR = "Long, Y. and Li, H.C. and Celik, T. and Longbotham, N. and Emery, W.J.", TITLE = "Pairwise-Distance-Analysis-Driven Dimensionality Reduction Model with Double Mappings for Hyperspectral Image Visualization", JOURNAL = RS, VOLUME = "7", YEAR = "2015", NUMBER = "6", PAGES = "7785", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136109"} @article{bb140123, AUTHOR = "Wang, H.R. and Celik, T.", TITLE = "Sparse representation-based hyperspectral image classification", JOURNAL = SIViP, VOLUME = "12", YEAR = "2018", NUMBER = "5", MONTH = "July", PAGES = "1009-1017", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136110"} @article{bb140124, AUTHOR = "Yang, S.Y. and Wang, M. and Li, P. and Jin, L. and Wu, B. and Jiao, L.C.", TITLE = "Compressive Hyperspectral Imaging via Sparse Tensor and Nonlinear Compressed Sensing", JOURNAL = GeoRS, VOLUME = "53", YEAR = "2015", NUMBER = "11", MONTH = "November", PAGES = "5943-5957", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136111"} @article{bb140125, AUTHOR = "Sumarsono, A. and Du, Q.", TITLE = "Low-Rank Subspace Representation for Estimating the Number of Signal Subspaces in Hyperspectral Imagery", JOURNAL = GeoRS, VOLUME = "53", YEAR = "2015", NUMBER = "11", MONTH = "November", PAGES = "6286-6292", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136112"} @article{bb140126, AUTHOR = "Falco, N. and Benediktsson, J.A. and Bruzzone, L.", TITLE = "Spectral and Spatial Classification of Hyperspectral Images Based on ICA and Reduced Morphological Attribute Profiles", JOURNAL = GeoRS, VOLUME = "53", YEAR = "2015", NUMBER = "11", MONTH = "November", PAGES = "6223-6240", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136113"} @article{bb140127, AUTHOR = "Bhardwaj, K. and Patra, S. and Bruzzone, L.", TITLE = "Threshold-Free Attribute Profile for Classification of Hyperspectral Images", JOURNAL = GeoRS, VOLUME = "57", YEAR = "2019", NUMBER = "10", MONTH = "October", PAGES = "7731-7742", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136114"} @article{bb140128, AUTHOR = "Chen, Y.N. and Hsieh, C.T. and Wen, M.G. and Han, C.C. and Fan, K.C.", TITLE = "A Dimension Reduction Framework for HSI Classification Using Fuzzy and Kernel NFLE Transformation", JOURNAL = RS, VOLUME = "7", YEAR = "2015", NUMBER = "11", PAGES = "14292", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136115"} @article{bb140129, AUTHOR = "Hang, R. and Liu, Q. and Song, H. and Sun, Y.", TITLE = "Matrix-Based Discriminant Subspace Ensemble for Hyperspectral Image Spatial-Spectral Feature Fusion", JOURNAL = GeoRS, VOLUME = "54", YEAR = "2016", NUMBER = "2", MONTH = "February", PAGES = "783-794", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136116"} @article{bb140130, AUTHOR = "Veganzones, M.A. and Cohen, J.E. and Cabral Farias, R. and Chanussot, J. and Comon, P.", TITLE = "Nonnegative Tensor CP Decomposition of Hyperspectral Data", JOURNAL = GeoRS, VOLUME = "54", YEAR = "2016", NUMBER = "5", MONTH = "May", PAGES = "2577-2588", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136117"} @article{bb140131, AUTHOR = "Halimi, A. and Honeine, P. and Kharouf, M. and Richard, C. and Tourneret, J.Y.", TITLE = "Estimating the Intrinsic Dimension of Hyperspectral Images Using a Noise-Whitened Eigengap Approach", JOURNAL = GeoRS, VOLUME = "54", YEAR = "2016", NUMBER = "7", MONTH = "July", PAGES = "3811-3821", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136118"} @article{bb140132, AUTHOR = "Drumetz, L. and Veganzones, M.A. and Gomez, R.M. and Tochon, G. and Mura, M.D. and Licciardi, G.A. and Jutten, C. and Chanussot, J.", TITLE = "Hyperspectral Local Intrinsic Dimensionality", JOURNAL = GeoRS, VOLUME = "54", YEAR = "2016", NUMBER = "7", MONTH = "July", PAGES = "4063-4078", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136119"} @article{bb140133, AUTHOR = "Xia, J.S. and Bombrun, L. and Adali, T. and Berthoumieu, Y. and Germain, C.", TITLE = "Spectral-Spatial Classification of Hyperspectral Images Using ICA and Edge-Preserving Filter via an Ensemble Strategy", JOURNAL = GeoRS, VOLUME = "54", YEAR = "2016", NUMBER = "8", MONTH = "August", PAGES = "4971-4982", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136120"} @inproceedings{bb140134, AUTHOR = "Xia, J.S. and Bombrun, L. and Berthoumieu, Y. and Germain, C.", TITLE = "Multiple features learning via rotation strategy", BOOKTITLE = ICIP16, YEAR = "2016", PAGES = "2206-2210", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136121"} @article{bb140135, AUTHOR = "Luo, F. and Huang, H. and Ma, Z. and Liu, J.", TITLE = "Semisupervised Sparse Manifold Discriminative Analysis for Feature Extraction of Hyperspectral Images", JOURNAL = GeoRS, VOLUME = "54", YEAR = "2016", NUMBER = "10", MONTH = "October", PAGES = "6197-6211", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136122"} @article{bb140136, AUTHOR = "He, Z. and Li, J. and Liu, L. and Liu, K. and Zhuo, L.", TITLE = "Fast Three-Dimensional Empirical Mode Decomposition of Hyperspectral Images for Class-Oriented Multitask Learning", JOURNAL = GeoRS, VOLUME = "54", YEAR = "2016", NUMBER = "11", MONTH = "November", PAGES = "6625-6643", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136123"} @article{bb140137, AUTHOR = "He, Z. and Li, J. and Liu, K. and Liu, L. and Tao, H.", TITLE = "Kernel Low-Rank Multitask Learning in Variational Mode Decomposition Domain for Multi-/Hyperspectral Classification", JOURNAL = GeoRS, VOLUME = "56", YEAR = "2018", NUMBER = "7", MONTH = "July", PAGES = "4193-4208", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136124"} @article{bb140138, AUTHOR = "He, Z. and Liu, L.", TITLE = "Robust multitask learning with three-dimensional empirical mode decomposition-based features for hyperspectral classification", JOURNAL = PandRS, VOLUME = "121", YEAR = "2016", NUMBER = "1", PAGES = "11-27", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136125"} @article{bb140139, AUTHOR = "Ahlberg, J.", TITLE = "Optimizing Object, Atmosphere, and Sensor Parameters in Thermal Hyperspectral Imagery", JOURNAL = GeoRS, VOLUME = "55", YEAR = "2017", NUMBER = "2", MONTH = "February", PAGES = "658-670", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136126"} @article{bb140140, AUTHOR = "Damodaran, B.B. and Courty, N. and Lefevre, S.", TITLE = "Sparse Hilbert Schmidt Independence Criterion and Surrogate-Kernel-Based Feature Selection for Hyperspectral Image Classification", JOURNAL = GeoRS, VOLUME = "55", YEAR = "2017", NUMBER = "4", MONTH = "April", PAGES = "2385-2398", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136127"} @article{bb140141, AUTHOR = "Kemker, R. and Kanan, C.", TITLE = "Self-Taught Feature Learning for Hyperspectral Image Classification", JOURNAL = GeoRS, VOLUME = "55", YEAR = "2017", NUMBER = "5", MONTH = "May", PAGES = "2693-2705", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136128"} @article{bb140142, AUTHOR = "Dong, Y. and Du, B. and Zhang, L. and Zhang, L.", TITLE = "Dimensionality Reduction and Classification of Hyperspectral Images Using Ensemble Discriminative Local Metric Learning", JOURNAL = GeoRS, VOLUME = "55", YEAR = "2017", NUMBER = "5", MONTH = "May", PAGES = "2509-2524", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136129"} @article{bb140143, AUTHOR = "Li, X. and Zhang, L.P. and Du, B. and Zhang, L.F.", TITLE = "On Gleaning Knowledge From Cross Domains by Sparse Subspace Correlation Analysis for Hyperspectral Image Classification", JOURNAL = GeoRS, VOLUME = "57", YEAR = "2019", NUMBER = "6", MONTH = "June", PAGES = "3204-3220", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136130"} @article{bb140144, AUTHOR = "Luo, F.L. and Huang, H. and Duan, Y. and Liu, J. and Liao, Y.H.", TITLE = "Local Geometric Structure Feature for Dimensionality Reduction of Hyperspectral Imagery", JOURNAL = RS, VOLUME = "9", YEAR = "2017", NUMBER = "8", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136131"} @article{bb140145, AUTHOR = "Huang, H. and Luo, F.L. and Liu, J. and Yang, Y.Q.", TITLE = "Dimensionality Reduction of Hyperspectral Images Based on Sparse Discriminant Manifold Embedding", JOURNAL = PandRS, VOLUME = "106", YEAR = "2015", NUMBER = "1", PAGES = "42-54", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136132"} @article{bb140146, AUTHOR = "Shi, G.Y. and Huang, H. and Liu, J. and Li, Z.Y. and Wang, L.H.", TITLE = "Spatial-Spectral Multiple Manifold Discriminant Analysis for Dimensionality Reduction of Hyperspectral Imagery", JOURNAL = RS, VOLUME = "11", YEAR = "2019", NUMBER = "20", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136133"} @article{bb140147, AUTHOR = "Huang, H. and Yang, M.", TITLE = "Dimensionality Reduction of Hyperspectral Images With Sparse Discriminant Embedding", JOURNAL = GeoRS, VOLUME = "53", YEAR = "2015", NUMBER = "9", MONTH = "September", PAGES = "5160-5169", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136134"} @article{bb140148, AUTHOR = "Huang, H. and Chen, M. and Duan, Y.", TITLE = "Dimensionality Reduction of Hyperspectral Image Using Spatial-Spectral Regularized Sparse Hypergraph Embedding", JOURNAL = RS, VOLUME = "11", YEAR = "2019", NUMBER = "9", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136135"} @article{bb140149, AUTHOR = "Duan, Y. and Huang, H. and Tang, Y.X.", TITLE = "Local Constraint-Based Sparse Manifold Hypergraph Learning for Dimensionality Reduction of Hyperspectral Image", JOURNAL = GeoRS, VOLUME = "59", YEAR = "2021", NUMBER = "1", MONTH = "January", PAGES = "613-628", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136136"} @article{bb140150, AUTHOR = "Huang, H. and Li, Z.Y. and Pan, Y.S.", TITLE = "Multi-Feature Manifold Discriminant Analysis for Hyperspectral Image Classification", JOURNAL = RS, VOLUME = "11", YEAR = "2019", NUMBER = "6", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136137"} @article{bb140151, AUTHOR = "Duan, Y. and Huang, H. and Li, Z.Y. and Tang, Y.X.", TITLE = "Local Manifold-Based Sparse Discriminant Learning for Feature Extraction of Hyperspectral Image", JOURNAL = Cyber, VOLUME = "51", YEAR = "2021", NUMBER = "8", MONTH = "August", PAGES = "4021-4034", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136138"} @inproceedings{bb140152, AUTHOR = "Pan, Y.S. and Wu, J.Y. and Huang, H. and Liu, J.M.", TITLE = "Spectral Regression Discriminant Analysis for Hyperspectral Image Classification", BOOKTITLE = ISPRS12, YEAR = "2012", PAGES = "XXXIX-B3:503-508", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136139"} @article{bb140153, AUTHOR = "Huang, H. and Liu, J. and Pan, Y.S.", TITLE = "Semi-supervised Marginal Fisher Analysis for Hyperspectral Image Classification", JOURNAL = AnnalsPRS, VOLUME = "I-3", YEAR = "2012", NUMBER = "2012", PAGES = "377-382", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136140"} @article{bb140154, AUTHOR = "Shi, G.Y. and Luo, F.L. and Tang, Y.M. and Li, Y.", TITLE = "Dimensionality Reduction of Hyperspectral Image Based on Local Constrained Manifold Structure Collaborative Preserving Embedding", JOURNAL = RS, VOLUME = "13", YEAR = "2021", NUMBER = "7", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136141"} @article{bb140155, AUTHOR = "Huang, H. and Shi, G.Y. and He, H.B. and Duan, Y. and Luo, F.L.", TITLE = "Dimensionality Reduction of Hyperspectral Imagery Based on Spatial-Spectral Manifold Learning", JOURNAL = Cyber, VOLUME = "50", YEAR = "2020", NUMBER = "6", MONTH = "June", PAGES = "2604-2616", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136142"} @article{bb140156, AUTHOR = "Huang, H. and Duan, Y. and He, H.B. and Shi, G.Y. and Luo, F.L.", TITLE = "Spatial-Spectral Local Discriminant Projection for Dimensionality Reduction of Hyperspectral Image", JOURNAL = PandRS, VOLUME = "156", YEAR = "2019", PAGES = "77-93", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136143"} @article{bb140157, AUTHOR = "Rivera Caicedo, J.P. and Verrelst, J. and Munoz Mari, J. and Camps Valls, G. and Moreno, J.", TITLE = "Hyperspectral dimensionality reduction for biophysical variable statistical retrieval", JOURNAL = PandRS, VOLUME = "132", YEAR = "2017", NUMBER = "1", PAGES = "88-101", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136144"} @article{bb140158, AUTHOR = "Wu, H. and Prasad, S.", TITLE = "Semi-supervised dimensionality reduction of hyperspectral imagery using pseudo-labels", JOURNAL = PR, VOLUME = "74", YEAR = "2018", NUMBER = "1", PAGES = "212-224", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136145"} @article{bb140159, AUTHOR = "Wu, H. and Prasad, S.", TITLE = "Semi-Supervised Deep Learning Using Pseudo Labels for Hyperspectral Image Classification", JOURNAL = IP, VOLUME = "27", YEAR = "2018", NUMBER = "3", MONTH = "March", PAGES = "1259-1270", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136146"} @article{bb140160, AUTHOR = "Rocha, A.D. and Groen, T.A. and Skidmore, A.K. and Darvishzadeh, R. and Willemen, L.", TITLE = "The Naïve Overfitting Index Selection (NOIS): A new method to optimize model complexity for hyperspectral data", JOURNAL = PandRS, VOLUME = "133", YEAR = "2017", NUMBER = "Supplement C", PAGES = "61-74", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136147"} @article{bb140161, AUTHOR = "Lee, G.", TITLE = "Fast computation of the compressive hyperspectral imaging by using alternating least squares methods", JOURNAL = SP:IC, VOLUME = "60", YEAR = "2018", NUMBER = "1", PAGES = "100-106", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136148"} @article{bb140162, AUTHOR = "Lee, G.", TITLE = "An Efficient Compressive Hyperspectral Imaging Algorithm Based on Sequential Computations of Alternating Least Squares", JOURNAL = RS, VOLUME = "11", YEAR = "2019", NUMBER = "24", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136149"} @article{bb140163, AUTHOR = "Qiao, T. and Yang, Z.J. and Ren, J.C. and Yuen, P. and Zhao, H.M. and Sun, G.Y. and Marshall, S. and Benediktsson, J.A.", TITLE = "Joint Bilateral Filtering and Spectral Similarity-Based Sparse Representation: A Generic Framework for Effective Feature Extraction and Data Classification in Hyperspectral Imaging", JOURNAL = PR, VOLUME = "77", YEAR = "2018", PAGES = "316-328", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136150"} @article{bb140164, AUTHOR = "Sun, H. and Ren, J.C. and Zhao, H.M. and Yan, Y.J. and Zabalza, J. and Marshall, S.", TITLE = "Superpixel based Feature Specific Sparse Representation for Spectral-Spatial Classification of Hyperspectral Images", JOURNAL = RS, VOLUME = "11", YEAR = "2019", NUMBER = "5", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136151"} @article{bb140165, AUTHOR = "Fang, B. and Li, Y. and Zhang, H.K. and Chan, J.C.W.", TITLE = "Semi-Supervised Deep Learning Classification for Hyperspectral Image Based on Dual-Strategy Sample Selection", JOURNAL = RS, VOLUME = "10", YEAR = "2018", NUMBER = "4", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136152"} @article{bb140166, AUTHOR = "Fang, B. and Li, Y. and Zhang, H.K. and Chan, J.C.W.", TITLE = "Collaborative Learning of Lightweight Convolutional Neural Network and Deep Clustering for Hyperspectral Image Semi-Supervised Classification with Limited Training Samples", JOURNAL = PandRS, VOLUME = "161", YEAR = "2020", PAGES = "164-178", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136153"} @article{bb140167, AUTHOR = "Liu, Q.C. and Xiao, L. and Yang, J.X. and Chan, J.C.W.", TITLE = "Content-Guided Convolutional Neural Network for Hyperspectral Image Classification", JOURNAL = GeoRS, VOLUME = "58", YEAR = "2020", NUMBER = "9", MONTH = "September", PAGES = "6124-6137", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136154"} @article{bb140168, AUTHOR = "Liu, Q.C. and Xiao, L. and Yang, J.X. and Wei, Z.H.", TITLE = "CNN-Enhanced Graph Convolutional Network With Pixel- and Superpixel-Level Feature Fusion for Hyperspectral Image Classification", JOURNAL = GeoRS, VOLUME = "59", YEAR = "2021", NUMBER = "10", MONTH = "October", PAGES = "8657-8671", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136155"} @article{bb140169, AUTHOR = "Fang, B. and Li, Y. and Zhang, H.K. and Chan, J.C.W.", TITLE = "Hyperspectral Images Classification Based on Dense Convolutional Networks with Spectral-Wise Attention Mechanism", JOURNAL = RS, VOLUME = "11", YEAR = "2019", NUMBER = "2", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136156"} @article{bb140170, AUTHOR = "Ding, C. and Li, Y. and Xia, Y. and Wei, W. and Zhang, L. and Zhang, Y.N.", TITLE = "Convolutional Neural Networks Based Hyperspectral Image Classification Method with Adaptive Kernels", JOURNAL = RS, VOLUME = "9", YEAR = "2017", NUMBER = "6", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136157"} @article{bb140171, AUTHOR = "Li, Y. and Zhang, H.K. and Shen, Q.A.", TITLE = "Spectral-Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network", JOURNAL = RS, VOLUME = "9", YEAR = "2017", NUMBER = "1", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136158"} @article{bb140172, AUTHOR = "Jiang, Y.N. and Li, Y. and Zou, S.R. and Zhang, H.K. and Bai, Y.P.", TITLE = "Hyperspectral Image Classification With Spatial Consistence Using Fully Convolutional Spatial Propagation Network", JOURNAL = GeoRS, VOLUME = "59", YEAR = "2021", NUMBER = "12", MONTH = "December", PAGES = "10425-10437", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136159"} @article{bb140173, AUTHOR = "Ding, C. and Li, Y. and Xia, Y. and Zhang, L. and Zhang, Y.N.", TITLE = "Automatic Kernel Size Determination for Deep Neural Networks Based Hyperspectral Image Classification", JOURNAL = RS, VOLUME = "10", YEAR = "2018", NUMBER = "3", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136160"} @article{bb140174, AUTHOR = "Mei, S.H. and Hou, J.H. and Chen, J. and Chau, L.P. and Du, Q.", TITLE = "Simultaneous Spatial and Spectral Low-Rank Representation of Hyperspectral Images for Classification", JOURNAL = GeoRS, VOLUME = "56", YEAR = "2018", NUMBER = "5", MONTH = "May", PAGES = "2872-2886", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136161"} @article{bb140175, AUTHOR = "Yang, S.J. and Hou, J.H. and Jia, Y.H. and Mei, S.H. and Du, Q.", TITLE = "Superpixel-Guided Discriminative Low-Rank Representation of Hyperspectral Images for Classification", JOURNAL = IP, VOLUME = "30", YEAR = "2021", PAGES = "8823-8835", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136162"} @article{bb140176, AUTHOR = "Torti, E. and Fontanella, A. and Plaza, A.", TITLE = "Parallel real-time virtual dimensionality estimation for hyperspectral images", JOURNAL = RealTimeIP, VOLUME = "14", YEAR = "2018", NUMBER = "4", MONTH = "April", PAGES = "753-761", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136163"} @article{bb140177, AUTHOR = "Martel, E. and Lazcano, R. and Lopez, J. and Madronal, D. and Salvador, R. and Lopez, S. and Juarez, E. and Guerra, R. and Sanz, C. and Sarmiento, R.", TITLE = "Implementation of the Principal Component Analysis onto High-Performance Computer Facilities for Hyperspectral Dimensionality Reduction: Results and Comparisons", JOURNAL = RS, VOLUME = "10", YEAR = "2018", NUMBER = "6", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136164"} @article{bb140178, AUTHOR = "Zhang, W.Q. and Li, X.R. and Zhao, L.Y.", TITLE = "Discovering the Representative Subset with Low Redundancy for Hyperspectral Feature Selection", JOURNAL = RS, VOLUME = "11", YEAR = "2019", NUMBER = "11", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136165"} @article{bb140179, AUTHOR = "An, J.L. and Zhang, X.R. and Zhou, H.Y. and Jiao, L.C.", TITLE = "Tensor-Based Low-Rank Graph With Multimanifold Regularization for Dimensionality Reduction of Hyperspectral Images", JOURNAL = GeoRS, VOLUME = "56", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "4731-4746", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136166"} @article{bb140180, AUTHOR = "An, J.L. and Lei, J.H. and Song, Y.Z. and Zhang, X.R. and Guo, J.", TITLE = "Tensor Based Multiscale Low Rank Decomposition for Hyperspectral Images Dimensionality Reduction", JOURNAL = RS, VOLUME = "11", YEAR = "2019", NUMBER = "12", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136167"} @article{bb140181, AUTHOR = "Jiang, J.J. and Ma, J.Y. and Chen, C. and Wang, Z.Y. and Cai, Z.H. and Wang, L.Z.", TITLE = "SuperPCA: A Superpixelwise PCA Approach for Unsupervised Feature Extraction of Hyperspectral Imagery", JOURNAL = GeoRS, VOLUME = "56", YEAR = "2018", NUMBER = "8", MONTH = "August", PAGES = "4581-4593", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136168"} @article{bb140182, AUTHOR = "Zhang, X. and Jiang, X.W. and Jiang, J.J. and Zhang, Y.S. and Liu, X.B. and Cai, Z.H.", TITLE = "Spectral-Spatial and Superpixelwise PCA for Unsupervised Feature Extraction of Hyperspectral Imagery", JOURNAL = GeoRS, VOLUME = "60", YEAR = "2022", PAGES = "1-10", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136169"} @article{bb140183, AUTHOR = "Gonzalez, C. and Lopez, S. and Mozos, D. and Sarmiento, R.", TITLE = "A novel FPGA-based architecture for the estimation of the virtual dimensionality in remotely sensed hyperspectral images", JOURNAL = RealTimeIP, VOLUME = "15", YEAR = "2018", NUMBER = "2", MONTH = "August", PAGES = "297-308", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136170"} @article{bb140184, AUTHOR = "Wang, Q. and He, X. and Li, X.L.", TITLE = "Locality and Structure Regularized Low Rank Representation for Hyperspectral Image Classification", JOURNAL = GeoRS, VOLUME = "57", YEAR = "2019", NUMBER = "2", MONTH = "February", PAGES = "911-923", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136171"} @article{bb140185, AUTHOR = "Peng, J. and Sun, W. and Du, Q.", TITLE = "Self-Paced Joint Sparse Representation for the Classification of Hyperspectral Images", JOURNAL = GeoRS, VOLUME = "57", YEAR = "2019", NUMBER = "2", MONTH = "February", PAGES = "1183-1194", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136172"} @article{bb140186, AUTHOR = "Jiang, X.W. and Song, X. and Zhang, Y.S. and Jiang, J.J. and Gao, J.B. and Cai, Z.H.", TITLE = "Laplacian Regularized Spatial-Aware Collaborative Graph for Discriminant Analysis of Hyperspectral Imagery", JOURNAL = RS, VOLUME = "11", YEAR = "2018", NUMBER = "1", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136173"} @article{bb140187, AUTHOR = "Shamsolmoali, P. and Zareapoor, M. and Yang, J.", TITLE = "Convolutional Neural Network in Network (CNNiN): Hyperspectral Image Classification and Dimensionality Reduction", JOURNAL = IET-IPR, VOLUME = "13", YEAR = "2019", NUMBER = "2", MONTH = "February", PAGES = "246-253", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136174"} @article{bb140188, AUTHOR = "Chen, W.Z. and Yang, Z.J. and Cao, F.X. and Yan, Y.J. and Wang, M.L. and Qing, C.M. and Cheng, Y.Q.", TITLE = "Dimensionality reduction based on determinantal point process and singular spectrum analysis for hyperspectral images", JOURNAL = IET-IPR, VOLUME = "13", YEAR = "2019", NUMBER = "2", MONTH = "February", PAGES = "299-306", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136175"} @article{bb140189, AUTHOR = "Jiang, B. and Ding, C. and Tang, J. and Luo, B.", TITLE = "Image Representation and Learning With Graph-Laplacian Tucker Tensor Decomposition", JOURNAL = Cyber, VOLUME = "49", YEAR = "2019", NUMBER = "4", MONTH = "April", PAGES = "1417-1426", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136176"} @inproceedings{bb140190, AUTHOR = "Zhang, M. and Ding, C.", TITLE = "Robust Tucker Tensor Decomposition for Effective Image Representation", BOOKTITLE = ICCV13, YEAR = "2013", PAGES = "2448-2455", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136177"} @article{bb140191, AUTHOR = "Ahmadi, S.A. and Mehrshad, N. and Razavi, S.M.", TITLE = "Supervised feature extraction method based on low-rank representation with preserving local pairwise constraints for hyperspectral images", JOURNAL = SIViP, VOLUME = "13", YEAR = "2019", NUMBER = "3", MONTH = "April", PAGES = "583-590", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136178"} @article{bb140192, AUTHOR = "Zhang, M. and Gong, M. and Mao, Y. and Li, J. and Wu, Y.", TITLE = "Unsupervised Feature Extraction in Hyperspectral Images Based on Wasserstein Generative Adversarial Network", JOURNAL = GeoRS, VOLUME = "57", YEAR = "2019", NUMBER = "5", MONTH = "May", PAGES = "2669-2688", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136179"} @article{bb140193, AUTHOR = "Berman, M.", TITLE = "Improved Estimation of the Intrinsic Dimension of a Hyperspectral Image Using Random Matrix Theory", JOURNAL = RS, VOLUME = "11", YEAR = "2019", NUMBER = "9", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136180"} @article{bb140194, AUTHOR = "Mohanty, R. and Happy, S.L. and Routray, A.", TITLE = "A Semisupervised Spatial Spectral Regularized Manifold Local Scaling Cut With HGF for Dimensionality Reduction of Hyperspectral Images", JOURNAL = GeoRS, VOLUME = "57", YEAR = "2019", NUMBER = "6", MONTH = "June", PAGES = "3423-3435", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136181"} @article{bb140195, AUTHOR = "Zhang, L. and Su, H.J. and Shen, J.W.", TITLE = "Hyperspectral Dimensionality Reduction Based on Multiscale Superpixelwise Kernel Principal Component Analysis", JOURNAL = RS, VOLUME = "11", YEAR = "2019", NUMBER = "10", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136182"} @article{bb140196, AUTHOR = "An, J.L. and Song, Y.Z. and Guo, Y.W. and Ma, X.X. and Zhang, X.R.", TITLE = "Tensor Discriminant Analysis via Compact Feature Representation for Hyperspectral Images Dimensionality Reduction", JOURNAL = RS, VOLUME = "11", YEAR = "2019", NUMBER = "15", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136183"} @article{bb140197, AUTHOR = "Fernandez, D. and Gonzalez, C. and Mozos, D. and Lopez, S.", TITLE = "FPGA implementation of the principal component analysis algorithm for dimensionality reduction of hyperspectral images", JOURNAL = RealTimeIP, VOLUME = "16", YEAR = "2019", NUMBER = "5", MONTH = "October", PAGES = "1395-1406", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136184"} @article{bb140198, AUTHOR = "Inamdar, D. and Kalacska, M. and Leblanc, G. and Arroyo Mora, J.P.", TITLE = "Characterizing and Mitigating Sensor Generated Spatial Correlations in Airborne Hyperspectral Imaging Data", JOURNAL = RS, VOLUME = "12", YEAR = "2020", NUMBER = "4", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136185"} @article{bb140199, AUTHOR = "Ren, J. and Wang, R.X. and Liu, G. and Feng, R. and Wang, Y.N. and Wu, W.", TITLE = "Partitioned Relief-F Method for Dimensionality Reduction of Hyperspectral Images", JOURNAL = RS, VOLUME = "12", YEAR = "2020", NUMBER = "7", PAGES = "xx-yy", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern615hyperd1.html#TT136186"}