A NEW ALGORITHM FOR VOID FILLING IN A DSM FROM STEREO SATELLITE IMAGES IN URBAN AREAS

被引:8
|
作者
Bafghi, Z. Gharib [1 ]
Tian, J. [1 ]
d'Angelo, P. [1 ]
Reinartz, P. [1 ]
机构
[1] German Aerosp Ctr DLR, Remote Sensing Technol Inst, D-82234 Wessling, Germany
来源
XXIII ISPRS CONGRESS, COMMISSION I | 2016年 / 3卷 / 01期
关键词
DSM; Void Filling; Stereo Satellite Images; Orthorectification; Mean-Shift Segmentation; SRTM;
D O I
10.5194/isprsannals-III-1-55-2016
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Digital Surface Models (DSM) derived from stereo-pair satellite images are the main sources for many Geo-Informatics applications like 3D change detection, object classification and recognition. However since occlusion especially in urban scenes result in some deficiencies in the stereo matching phase, these DSMs contain some voids. In order to fill the voids a range of algorithms have been proposed, mainly including interpolation alone or along with auxiliary DSM. In this paper an algorithm for void filling in DSM from stereo satellite images has been developed. Unlike common previous approaches we didn't use any external DSM to fill the voids. Our proposed algorithm uses only the original images and the unfilled DSM itself. First a neighborhood around every void in the unfilled DSM and its corresponding area in multispectral image is defined. Then it is analysed to extract both spectral and geometric texture and accordingly to assign labels to each cell in the voids. This step contains three phases comprising shadow detection, height thresholding and image segmentation. Thus every cell in void has a label and is filled by the median value of its co-labelled neighbors. The results for datasets from WorldView-2 and IKONOS are shown and discussed.
引用
收藏
页码:55 / 61
页数:7
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