SAR AND OBLIQUE AERIAL OPTICAL IMAGE FUSION FOR URBAN AREA IMAGE SEGMENTATION

被引:4
作者
Fagir, Julian [1 ]
Schubert, Adrian [1 ]
Frioud, Max [1 ]
Henke, Daniel [1 ]
机构
[1] Univ Zurich, Remote Sensing Labs, CH-8057 Zurich, Switzerland
来源
ISPRS HANNOVER WORKSHOP: HRIGI 17 - CMRT 17 - ISA 17 - EUROCOW 17 | 2017年 / 42-1卷 / W1期
关键词
Remote Sensing; Urban Area; Image Fusion; Image Segmentation; SAR; RGB Image;
D O I
10.5194/isprs-archives-XLII-1-W1-639-2017
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
The fusion of synthetic aperture radar (SAR) and optical data is a dynamic research area, but image segmentation is rarely treated. While a few studies use low-resolution nadir-view optical images, we approached the segmentation of SAR and optical images acquired from the same airborne platform -leading to an oblique view with high resolution and thus increased complexity. To overcome the geometric differences, we generated a digital surface model (DSM) from adjacent optical images and used it to project both the DSM and SAR data into the optical camera frame, followed by segmentation with each channel. The fused segmentation algorithm was found to out-perform the single-channel version.
引用
收藏
页码:639 / 642
页数:4
相关论文
共 11 条
[1]   Contour Detection and Hierarchical Image Segmentation [J].
Arbelaez, Pablo ;
Maire, Michael ;
Fowlkes, Charless ;
Malik, Jitendra .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (05) :898-916
[2]   SAR Image Segmentation Using the Roughness Information [J].
Avila Rodrigues, F. A. ;
Rocha Neto, J. F. S. ;
Pinheiro Marques, R. C. ;
Sombra de Medeiros, F. N. ;
Santos Nobre, J. .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2016, 13 (02) :132-136
[3]  
Boulch A., 2017, P EUR 2017 WORKSH 3D
[4]  
Frioud M., 2014, P EUR C SYNTH AP RAD
[5]  
Gaetano R., 2008, P IEEE INT GEOSC REM, V4, pIV
[6]  
ISOLA P, 2014, PROC EUR C COMP, V8691, P799
[7]   PERSISTENT SCATTERER AIDED FACADE LATTICE EXTRACTION IN SINGLE AIRBORNE OPTICAL OBLIQUE IMAGES [J].
Schack, L. ;
Soergel, U. ;
Heipke, C. .
PIA15+HRIGI15 - JOINT ISPRS CONFERENCE, VOL. II, 2015, 2-3 (W4) :197-205
[8]   Extraction and Three-Dimensional Reconstruction of Isolated Buildings in Urban Scenes From High-Resolution Optical and SAR Spaceborne Images [J].
Sportouche, Helene ;
Tupin, Florence ;
Denise, Leonard .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (10) :3932-3946
[9]   Optical-Driven Nonlocal SAR Despeckling [J].
Verdoliva, Luisa ;
Gaetano, Raffaele ;
Ruello, Giuseppe ;
Poggi, Giovanni .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2015, 12 (02) :314-318
[10]   Supervised Classification of Multisensor and Multiresolution Remote Sensing Images With a Hierarchical Copula-Based Approach [J].
Voisin, Aurelie ;
Krylov, Vladimir A. ;
Moser, Gabriele ;
Serpico, Sebastiano B. ;
Zerubia, Josiane .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (06) :3346-3358