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                   Front Matter: Volume 10004

                                  , "Front Matter: Volume 10004," Proc. SPIE 10004, Image and Signal
                                  Processing for Remote Sensing XXII, 1000401 (6 January 2017); doi:
                                  10.1117/12.2263641

                                  Event: SPIE Remote Sensing, 2016, Edinburgh, United Kingdom

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PROCEEDINGS OF SPIE

                   Image and Signal Processing for
                   Remote Sensing XXII

                   Lorenzo Bruzzone
                   Francesca Bovolo
                   Editors

                   26–28 September 2016
                   Edinburgh, United Kingdom

                   Sponsored by
                   SPIE

                   Cooperating Organisations
                   Innovation Centre for Sensor and Imaging Systems (United Kingdom)
                   ADS Scotland (United Kingdom)
                   The Knowledge Transfer Network (United Kingdom)
                   Visit Scotland (United Kingdom)
                   European Regional Development Fund (Belgium)
                   Technology Scotland (United Kingdom)
                   European Association of Remote Sensing Companies (Belgium)
                   European Association of Remote Sensing Laboratories (Germany)
                   The British Association of Remote Sensing Companies (United Kingdom)
                   Remote Sensing & Photogrammetry Society (United Kingdom)

                   Published by
                   SPIE

                                                                                                                                  Volume 10004

                                                                Proceedings of SPIE 0277-786X, V. 10004
                               SPIE is an international society advancing an interdisciplinary approach to the science and application of light.

                                             Image and Signal Processing for Remote Sensing XXII, edited by Lorenzo Bruzzone,
                                                    Francesca Bovolo, Proc. of SPIE Vol. 10004, 1000401 · © 2016 SPIE
                                                          CCC code: 0277-786X/16/$18 · doi: 10.1117/12.2263641

                                                                       Proc. of SPIE Vol. 10004 1000401-1
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The papers in this volume were part of the technical conference cited on the cover and title
                                  page. Papers were selected and subject to review by the editors and conference program
                                  committee. Some conference presentations may not be available for publication. Additional
                                  papers and presentation recordings may be available online in the SPIE Digital Library at
                                  SPIEDigitalLibrary.org.

                                  The papers reflect the work and thoughts of the authors and are published herein as submitted.
                                  The publisher is not responsible for the validity of the information or for any outcomes resulting from
                                  reliance thereon.

                                  Please use the following format to cite material from these proceedings:
                                   Author(s), "Title of Paper," in Image and Signal Processing for Remote Sensing XXII, edited by
                                  Lorenzo Bruzzone, Francesca Bovolo, Proceedings of SPIE Vol. 10004 (SPIE, Bellingham, WA, 2016)
                                  Seven-digit Article CID Number.

                                  ISSN: 0277-786X
                                  ISSN: 1996-756X (electronic)

                                  ISBN: 9781510604124
                                  ISBN: 9781510604131 (electronic)

                                  Published by
                                  SPIE
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                                  SPIEDigitalLibrary.org

                                  Paper Numbering: Proceedings of SPIE follow an e-First publication model. A unique citation
                                  identifier (CID) number is assigned to each article at the time of publication. Utilization of CIDs
                                  allows articles to be fully citable as soon as they are published online, and connects the same
                                  identifier to all online and print versions of the publication. SPIE uses a seven-digit CID article
                                  numbering system structured as follows:
                                  The first five digits correspond to the SPIE volume number.
                                  The last two digits indicate publication order within the volume using a Base 36 numbering
                                  system employing both numerals and letters. These two-number sets start with 00, 01, 02, 03, 04, 05,
                                  06, 07, 08, 09, 0A, 0B … 0Z, followed by 10-1Z, 20-2Z, etc. The CID Number appears on each page
                                  of the manuscript.

                                                                       Proc. of SPIE Vol. 10004 1000401-2
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Contents

                                  ix     Authors
                                  xi     Conference Committee

                      SESSION 1          GEOCODING AND COREGISTRATION

                        10004 02         Geocoding uncertainty analysis for the automated processing of Sentinel-1 data using
                                         Sentinel-1 Toolbox software [10004-1]

                        10004 03         Statistical power of intensity- and feature-based similarity measures for registration of
                                         multimodal remote sensing images [10004-3]

                        10004 04         Evaluation of georeferencing methods with respect to their suitability to address
                                         unsimilarity between the image to be referenced and the reference image [10004-5]

                      SESSION 2          PRE-PROCESSING AND RESOLUTION ENHANCEMENT

                        10004 05         Single band atmospheric correction tool for thermal infrared data: application to Landsat 7
                                         ETM+ [10004-6]

                        10004 06         Efficiency analysis for 3D filtering of multichannel images [10004-7]

                        10004 07         Pansharpening remotely sensed data by using nonnegative matrix factorization and
                                         spectral-spatial degradation models [10004-8]

                        10004 08         Scatter-plot-based method for noise characteristics evaluation in remote sensing images
                                         using adaptive image clustering procedure [10004-9]

                        10004 09         Resolution enhancement of tri-stereo remote sensing images by super resolution methods
                                         [10004-10]

                      SESSION 3          TARGET AND OBJECT DETECTION

                       10004 0A          A novel method to detect shadows on multispectral images [10004-11]

                        10004 0B         Tree detection in orchards from VHR satellite images using scale-space theory (Best
                                         Student Paper Award) [10004-12]

                       10004 0C          Clairvoyant fusion: a new methodology for designing robust detection algorithms
                                         [10004-13]

                       10004 0D          Demonstration of multispectral target locator using collocated RF antenna/LWIR joint
                                         sensor system and datacube [10004-14]

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10004 0E         Iterative matched filtering for detection of non-rare target materials in hyperspectral
                                         imagery [10004-15]

                      SESSION 4          LIDAR DATA ANALYSIS

                        10004 0F         A rule-based classification from a region-growing segmentation of airborne lidar
                                         [10004-16]

                       10004 0G          A novel feature extraction methodology for region classification in lidar data [10004-17]

                        10004 0H         A novel approach to internal crown characterization for coniferous tree species
                                         classification [10004-18]

                         10004 0I        Graph-based segmentation of airborne lidar point clouds [10004-19]

                        10004 0J         Building footprint extraction from digital surface models using neural networks [10004-20]

                      SESSION 5          IMAGE CLASSIFICATION

                        10004 0K         Domain adaptation based on deep denoising auto-encoders for classification of remote
                                         sensing images [10004-21]

                        10004 0L         Classification of remote sensed images using random forests and deep learning framework
                                         [10004-22]

                       10004 0M          The true false ground truths: What interest? [10004-23]

                       10004 0N          Regions-of-interest extraction from remote sensing imageries using visual attention
                                         modelling [10004-24]

                      SESSION 6          HYPERSPECTRAL IMAGE ANALYSIS I

                        10004 0P         Accuracy assessment of blind and semi-blind restoration methods for hyperspectral
                                         images [10004-27]

                       10004 0Q          Unsupervised component reduction of hyperspectral images and clustering without
                                         performance loss: application to marine algae identification [10004-28]

                        10004 0R         Exploring the impact of wavelet-based denoising in the classification of remote sensing
                                         hyperspectral images [10004-29]

                        10004 0S         Shadow extraction for urban area based on hyperspherical color sharpening information
                                         distortion [10004-73]

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SESSION 7          HYPERSPECTRAL IMAGE ANALYSIS II

                        10004 0T         Spectral-spatial classification of hyperspectral images with semi-supervised graph learning
                                         [10004-30]

                        10004 0U         Ship classification in terrestrial hyperspectral data [10004-31]

                       10004 0V          M-estimation for robust sparse unmixing of hyperspectral images [10004-32]

                       10004 0W          Spectral-spatial hyperspectral image classification using super-pixel-based spatial
                                         pyramid representation [10004-33]

                      SESSION 8          MULTITEMPORAL ANALYSIS AND CHANGE DETECTION

                        10004 0Y         An end-user-oriented framework for RGB representation of multitemporal SAR images and
                                         visual data mining [10004-35]

                        10004 0Z         A novel framework for change detection in bi-temporal polarimetric SAR images
                                         [10004-37]

                        10004 10         A segmentation-based approach to SAR change detection and mapping [10004-38]

                      SESSION 9          ANALYSIS OF SAR DATA

                        10004 12         A real-time focused SAR algorithm on the Jetson TK1 board [10004-39]

                        10004 13         A simulation-based approach towards automatic target recognition of high resolution
                                         space borne radar signatures [10004-40]

                        10004 14         Oil spill characterization in the hybrid polarity SAR domain using log-cumulants [10004-42]

                        10004 15         Capability of geometric features to classify ships in SAR imagery [10004-43]

                                         JOINT SESSION: SAR DATA PROCESSING I

                        10004 16         Estimation of ice sheet attenuation by using radar sounder and ice core data [10004-44]

                        10004 17         A bat inspired technique for clutter reduction in radar sounder systems (Best Student Paper
                                         Award) [10004-45]

                        10004 19         An approach for SLAR images denoising based on removing regions with low visual quality
                                         for oil spill detection [10004-47]

                       10004 1A          Full-aspect 3D target reconstruction of interferometric circular SAR [10004-48]

                                                                                                                                       v

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POSTER SESSION

                        10004 1B         Adaptive sidelobe reduction in SAR and INSAR COSMO-SkyMed image processing
                                         [10004-41]

                       10004 1C          Analysis of the electronic crosstalk effect in Terra MODIS long-wave infrared photovoltaic
                                         bands using lunar images [10004-49]

                       10004 1D          Processing of high spatial resolution information obtained from satellites of Resource-P
                                         series according to the level 1 [10004-50]

                        10004 1E         Investigating the performance of a low-cost thermal imager for forestry applications
                                         [10004-52]

                       10004 1G          A star identification algorithm for large FOV observations [10004-54]

                        10004 1H         Towards real-time change detection in videos based on existing 3D models [10004-56]

                         10004 1I        Remote sensing imagery classification using multi-objective gravitational search algorithm
                                         [10004-57]

                        10004 1J         Water bodies extraction from high resolution satellite images using water indices and
                                         optimal threshold [10004-58]

                        10004 1K         Vegetation extraction from high-resolution satellite imagery using the Normalized
                                         Difference Vegetation Index (NDVI) [10004-59]

                       10004 1N          Image navigation and registration for the geostationary lightning mapper (GLM) [10004-62]

                       10004 1O          A particle filter for multi-target tracking in track before detect context [10004-63]

                        10004 1P         Monitoring of surface movement in a large area of the open pit iron mines (Carajás, Brazil)
                                         based on A-DInSAR techniques using TerraSAR-X data [10004-64]

                       10004 1Q          An experimental comparison of standard stereo matching algorithms applied to cloud top
                                         height estimation from satellite IR images [10004-65]

                        10004 1R         Modeling the coupling effect of jitter and attitude control on TDICCD camera imaging
                                         [10004-67]

                        10004 1S         Development of image processing method to detect noise in geostationary imagery
                                         [10004-68]

                        10004 1T         Data mining tools for Sentinel 1 and Sentinel 2 data exploitation [10004-69]

                        10004 1U         Pansharpening in coastal ecosystems using Worldview-2 imagery [10004-70]

                       10004 1V          Group sparsity based airborne wide angle SAR imaging [10004-72]

                       10004 1W          Spectral curvature correction method based on inverse distance weighted interpolation
                                         [10004-74]

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10004 1X         Gravitational self-organizing map-based seismic image classification with an adaptive
                                         spectral-textural descriptor [10004-75]

                        10004 1Z         Downscaling soil moisture using multisource data in China [10004-78]

                        10004 23         Prediction of object detection, recognition, and identification [DRI] ranges at color scene
                                         images based on quantifying human color contrast perception [10004-83]

                        10004 24         Region of interest extraction based on saliency detection and contrast analysis for remote
                                         sensing images [10004-85]

                        10004 25         Variable size small targets detection using density-based clustering combined with
                                         backtracking strategy [10004-86]

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Proc. of SPIE Vol. 10004 1000401-8
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Authors

                              Numbers in the index correspond to the last two digits of the seven-digit citation identifier (CID) article
                              numbering system used in Proceedings of SPIE. The first five digits reflect the volume number. Base 36
                              numbering is employed for the last two digits and indicates the order of articles within the volume.
                              Numbers start with 00, 01, 02, 03, 04, 05, 06, 07, 08, 09, 0A, 0B...0Z, followed by 10-1Z, 20-2Z, etc.

                              Abramov, Sergey K., 06, 08, 0P                                  Drozdowicz, J., 12
                              Abramova, Victoriya V., 08                                      Duan, Yu, 1G
                              Akoguz, Alper, 09                                               Elefante, Stefano, 02
                              Alacid, Beatriz, 19                                             Erdnüß, Bastian, 04
                              AlMaazmi, Alya, 1J                                              Eremeev, V., 1D
                              AlShamsi, Meera R., 1K                                          Espeseth, Martine M., 14
                              Amitrano, Donato, 0Y                                            Espinoza Molina, Daniela, 1T
                              Amrouche, Naima, 1O                                             Fan, Jiayuan, 0N, 0W
                              An, Ru, 1Z                                                      Farhi, Nezha, 07
                              Anglberger, H., 13                                              Feng, Lei, 1W
                              Anzalone, Anna, 1Q                                              Galve, Joan Miquel, 05
                              Argüello, Francisco, 0R                                         Gama, Fabio F., 1P
                              Asari, Vijayan K., 0G                                           Gao, Wei, 1Z
                              Baik, Hyun-Seob, 0E                                             Garzelli, Andrea, 10
                              Bao, Qian, 1A                                                   Gaulton, R., 1E
                              Barr, S. L., 1E                                                 Geng, Xu, 1C
                              Berkani, Daoud, 1O                                              Gil, Pablo, 19
                              Bi, Hui, 1V                                                     Gogineni, Sivaprasad, 16
                              Boukerch, Issam, 07                                             Gonzalo-Martin, Consuelo, 1U
                              Bovolo, Francesca, 0H, 0Z                                       Gross, Wolfgang, 0U
                              Brekke, Camilla, 14                                             Guo, Qing, 0S
                              Brüstle, Stefan, 04                                             Hao, Yanling, 1X
                              Bruzzone, Lorenzo, 0H, 0K, 0Z, 16, 17                           Harikumar, A., 0H
                              Burton, Gregory, 1N                                             Heras, Dora B., 0R
                              Cabaleiro, José C., 0F, 0I                                      Holt, Benjamin, 14
                              Cao, Senmao, 02                                                 Hong, Wen, 1A
                              Cariou, C., 0M, 0Q                                              Hou, Liying, 1A
                              Carrer, L., 17                                                  Ibarrola-Ulzurrun, Edurne, 1U
                              Caselles, Vicente, 05                                           Ilisei, Ana-Maria, 16
                              Cecinati, Francesca, 0Y                                         Iodice, Antonio, 0Y
                              Charbonnier, B., 0Q                                             Isgrò, Francesco, 1Q
                              Chehdi, Kacem, 03, 06, 08, 0M, 0P, 0Q                           Jang, Woo-Yong, 0D
                              Chen, B., 0Q                                                    Jing, Juanjuan, 1W
                              Chen, Yuehong, 1Z                                               Jones, Cathleen E., 14
                              Chen, Zengping, 1G                                              Kakas, George, 0D
                              Chu, Donald, 1N                                                 Karoui, Moussa Sofiane, 07
                              Coll, César, 05                                                 Kempf, T., 13
                              Cui, Shiyong, 0J                                                Keskin, Göksu, 0U
                              Dağlayan Sevim, Hazan, 0A                                       Khenchaf, Ali, 1O
                              Datcu, Mihai, 1T                                                Khlopenkov, Konstantin V., 1S
                              Davydova, Ksenia, 0J                                            Kim, Kwang-Eun, 0E
                              Demir, Begüm, 0K                                                Kochergin, A., 1D
                              Demroff, Howard, 1N                                             Koehler, F. W., 0L
                              De Oliveira, E., 0Q                                             Kozhemiakin, Ruslan A., 06
                              Di Martino, Gerardo, 0Y                                         Kulpa, K., 12
                              Djerriri, Khelifa, 07                                           Kuznetcov, A., 1D
                              Doelling, David R., 1S                                          Lai, Quan, 15
                              Doña, Carolina, 05                                              Lang, Haitao, 15
                              Dostálová, Alena, 02                                            Lee, Sung-Soon, 0E

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Lenz, Andreas, 0U                                               Schuchert, Tobias, 1H
                              Levin, Ilia, 23                                                 Schwartzkopf, W., 0L
                              Li, Jilu, 16                                                    Sertel, Elif, 09
                              Li, Yacan, 1W                                                   Shen, Xiao-ji, 1Z
                              Li, Yulun, 1R                                                   Silva, Guilherme G., 1P
                              Liao, Wenzhi, 0T                                                Skrunes, Stine, 14
                              Lin, Yonggui, 25                                                Smigaj, M., 1E
                              Lin, Yun, 1A, 1V                                                Stein, Alfred, 0B
                              Lombardi, Nunzia, 1B                                            Suarez, J. C., 1E
                              Lorusso, Rino, 1B                                               Sun, Genyun, 1I, 1X
                              Lu, Shijian, 0N, 0V, 0W                                         Svetelkin, P., 1D
                              Lukin, Vladimir V., 03, 06, 08, 0P                              Tan, Hui Li, 0N, 0W
                              Luo, Renbo, 0T                                                  Tolpekin, Valentyn, 0B
                              Lv, Jing, 24                                                    Toomik, Maria, 0N, 0V, 0W
                              Ma, Li, 15                                                      Tuna, Caglayan, 09
                              Ma, Xiaoshan, 1R                                                Unal, Gozde, 09
                              Mahour, Milad, 0B                                               Uss, Mykhail, 03, 0P
                              Marcello-Ruiz, Javier, 1U                                       Valor, Enric, 05
                              Martínez, Jorge, 0F, 0I                                         van Bezooijen, Roel W. H., 1N
                              Mathieu, Pierre-Philippe, 0Y                                    Varney, Nina M., 0G
                              Middelmann, Wolfgang, 0U                                        Vilariño, David L., 0F, 0I
                              Milillo, Giovanni, 1B                                           Vozel, Benoit, 03, 06, 08, 0P
                              Miranda B., David, 0F                                           Wagner, Wolfgang, 02
                              Mura, José C., 1P                                               Wang, Hui-Lin, 1Z
                              Naeimi, Vahid, 02                                               Wang, Qu, 0S
                              Nelson, James D. B., 0V                                         Wang, Shuang, 24
                              Ni, Wei, 1R                                                     Wang, Yi-nan, 1Z
                              Niclòs, Raquel, 05                                              Wang, Ying, 1Z
                              Niu, Zhaodong, 1G                                               Wang, Zhe, 1Z
                              Noyola, Michael, 0D                                             Wang, Zhenjie, 1I
                              Özışık Başkurt, Didem, 0A                                       Wang, Zhipeng, 1C
                              Paradella, Waldir R., 1P                                        Wei, Zhonghao, 1V
                              Park, James, 0D                                                 Wilson, Truman, 1C
                              Pena, Tomás F., 0F, 0I                                          Wu, Aisheng, 1C
                              Pérez-Planells, Lluís, 05                                       Wu, Siwen, 15
                              Persson, Henrik, 02                                             Wu, Yirong, 1V
                              Philips, Wilfried, 0T                                           Xiao, Fangxiong, 25
                              Pi, Youguo, 0T                                                  Xiong, Xiaoxiong, 1C
                              Pinsky, Ephi, 23                                                Yang, Shu S., 1N
                              Piramanayagam, S., 0L                                           Yang, Zhen, 1R
                              Pirrone, Davide, 0Z                                             Yardımcı Çetin, Yasemin, 0A
                              Poshekhonov, V., 1D                                             Yaron, Ofer, 23
                              Presniakov, O., 1D                                              You, Jia-jun, 1Z
                              Quaye-Ballardd, Jonathan Arthur, 1Z                             Yu, Lingjuan, 1A
                              Quesada-Barriuso, Pablo, 0R                                     Zenin, V., 1D
                              Radecki, K., 12                                                 Zhang, Aizhu, 1I
                              Reinartz, Peter, 0J                                             Zhang, Bingchen, 1V
                              Riccio, Daniele, 0Y                                             Zhang, Haiying, 25
                              Rivera, Francisco F., 0F, 0I                                    Zhang, Hongqun, 0S
                              Riz, Emanuele, 0K                                               Zhang, Hongyan, 0T
                              Rubel, Oleksii S., 06                                           Zhang, Libao, 24
                              Ruello, Giuseppe, 0Y                                            Zhang, Mo, 0P
                              Ruf, Boitumelo, 1H                                              Zhang, Yu, 1Z
                              Saber, E., 0L                                                   Zhou, Jinsong, 1W
                              Salberg, Arnt-Børre, 14                                         Zoppetti, Claudia, 10
                              Samczynski, P., 12
                              Sánchez, Juan Manuel, 05
                              Sargent, Garrett C., 0G
                              Schaum, Alan, 0C
                              Schilling, Hendrik, 0U

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Conference Committee

                               Symposium Chair
                                                Klaus Schäfer, (Retired) Karlsruhe Institute of Technology, Institute of
                                                  Meteorology and Climate Research (Germany)

                               Symposium Co-chairs
                                                Christopher M. U. Neale, University of Nebraska-Lincoln, Daugherty
                                                  Water for Food Institute (United States)
                                                Iain H. Woodhouse, The University of Edinburgh, Geography and
                                                  the Lived Environment Research Institute (United Kingdom)

                               Conference Chair
                                                Lorenzo Bruzzone, Universitá degli Studi di Trento (Italy)

                               Conference Co-chairs
                                                Francesca Bovolo, Fondazione Bruno Kessler (Italy)
                                                Jon Atli Benediktsson, University of Iceland (Iceland)

                               Conference Program Committee
                                                Selim Aksoy, Bilkent University (Turkey)
                                                Luciano Alparone, Universitá degli Studi di Firenze (Italy)
                                                José M. Bioucas-Dias, Universidade Técnica de Lisboa (Portugal)
                                                Gustavo Camps-Valls, Universitat de València (Spain)
                                                Jocelyn Chanussot, Laboratoire des Images et des Signaux (France)
                                                Chi-Hau Chen, University of Massachusetts Dartmouth (United States)
                                                Fabio Dell'Acqua, Universitá degli Studi di Pavia (Italy)
                                                Begüm Demir, Universitá degli Studi di Trento (Italy)
                                                Peijun Du, Nanjing University (China)
                                                Giles M. Foody, The University of Nottingham (United Kingdom)
                                                Andrea Garzelli, Universitá degli Studi di Siena (Italy)
                                                Jordi Inglada, Centre d'Etudes Spatiales de la Biosphère (France)
                                                Gabriele Moser, Universitá degli Studi di Genova (Italy)
                                                Allan A. Nielsen, Technical University of Denmark (Denmark)
                                                Ryuei Nishii, Kyushu University (Japan)
                                                Antonio J. Plaza Miguel, Universidad de Extremadura (Spain)
                                                John A. Richards, The Australian National University (Australia)
                                                Josiane B. Zerubia, INRIA Sophia Antipolis - Méditerranée (France)

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Session Chairs

                                         1      Geocoding and Coregistration
                                                Lorenzo Bruzzone, Universitá degli Studi di Trento (Italy)

                                         2      Pre-processing and Resolution Enhancement
                                                Andrea Garzelli, Universitá degli Studi di Siena (Italy)

                                         3      Target and Object Detection
                                                Benoit Vozel, Université de Rennes 1 (France)

                                         4      Lidar Data Analysis
                                                Lorenzo Bruzzone, Universitá degli Studi di Trento (Italy)

                                         5      Image Classification
                                                Lorenzo Bruzzone, Universitá degli Studi di Trento (Italy)

                                         6      Hyperspectral Image Analysis I
                                                Begüm Demir, Universitá degli Studi di Trento (Italy)

                                         7      Hyperspectral Image Analysis II
                                                Allan A. Nielsen, Technical University of Denmark (Denmark)

                                         8      Multitemporal Analysis and Change Detection
                                                Francesca Bovolo, Fondazione Bruno Kessler (Italy)

                                         9      Analysis of SAR Data
                                                Lorenzo Bruzzone, Universitá degli Studi di Trento (Italy)

                                                Joint Session: SAR Data Processing I
                                                Lorenzo Bruzzone, Universitá degli Studi di Trento (Italy)

                                                Joint Session: SAR Data Processing II
                                                Claudia Notarnicola, EURAC (Italy)

                xii

                                                                       Proc. of SPIE Vol. 10004 1000401-12
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