AUTOMATED REGISTRATION OF SfM-MVS MULTITEMPORAL DATASETS USING TERRESTRIAL AND OBLIQUE AERIAL IMAGES

被引:17
作者
Parente, Luigi [1 ]
Chandler, Jim H. [2 ]
Dixon, Neil [2 ]
机构
[1] Univ Modena & Reggio Emilia, Dept Engn DIEF Enzo Ferrari, Modena, Italy
[2] Loughborough Univ, Sch Architecture Bldg & Civil Engn, Loughborough, Leics, England
关键词
image-based point cloud; photogrammetry; PhotoModeler software; registration; structure from motion (SfM); Time-SIFT; FROM-MOTION PHOTOGRAMMETRY; LOW-COST; UAV;
D O I
10.1111/phor.12346
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Accurate alignment of 3D models is critical for valid change-detection analysis from multitemporal photogrammetric datasets. This paper assesses an automated registration strategy which uses the scale-invariant feature transform (SIFT) algorithm implemented in modern photogrammetric software. This registration solution, also known as "Time-SIFT", was tested at two study sites featuring vertical surfaces, including a sea cliff (similar to 500 m(2)) and a quarry face (similar to 50 000 m(2)). Tests demonstrated that the investigated registration strategy can achieve accurate alignments between multitemporal point clouds even when using multisource and multi-perspective data, captured across widely varying spatial and temporal scales and under a range of weather and illumination conditions. The combination of the Time-SIFT approach with an ICP algorithm produced moderate improvements in the alignment. Furthermore, the use of an innovative direct georeferencing technique, which used the tracking feature of a robotic total station, allowed for accurate georectification of 3D models.
引用
收藏
页码:12 / 35
页数:24
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