中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Urban Scene Vectorized Modeling Based on Contour Deformation

文献类型:期刊论文

作者Zhu, Lingjie1,3; Shen, Shuhan1,3; Gao, Xiang2; Hu, Zhanyi1,3
刊名ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION
出版日期2020-03-01
卷号9期号:3页码:13
关键词urban modeling vectorization deformation based modeling local injective mappings
DOI10.3390/ijgi9030162
通讯作者Shen, Shuhan(shshen@nlpr.ia.ac.cn)
英文摘要Modeling urban scenes automatically is an important problem for both GIS and nonGIS specialists with applications like urban planning, autonomous driving, and virtual reality. In this paper, we present a novel contour deformation approach to generate regularized and vectorized 3D building models from the orthophoto and digital surface model (DSM).The proposed method has four major stages: dominant directions extraction, find target align direction, contour deformation, and model generation. To begin with, we extract dominant directions for each building contour in the orthophoto. Then every edge of the contour is assigned with one of the dominant directions via a Markov random field (MRF). Taking the assigned direction as target, we define a deformation energy with the Advanced Most-Isometric ParameterizationS (AMIPS) to align the contour to the dominant directions. Finally, the aligned contour is simplified and extruded to 3D models. Through the alignment deformation, we are able to straighten the contour while keeping the sharp turning corners. Our contour deformation based urban modeling approach is accurate and robust comparing with the state-of-the-arts as shown in experiments on the public dataset.
WOS关键词ENERGY MINIMIZATION
资助项目Natural Science Foundation of China[61991423] ; Natural Science Foundation of China[61873265] ; Natural Science Foundation of China[61421004]
WOS研究方向Physical Geography ; Remote Sensing
语种英语
WOS记录号WOS:000523512400041
出版者MDPI
资助机构Natural Science Foundation of China
源URL[http://ir.ia.ac.cn/handle/173211/38818]  
专题自动化研究所_模式识别国家重点实验室_机器人视觉团队
通讯作者Shen, Shuhan
作者单位1.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China
2.Ocean Univ China, Coll Engn, Qingdao 266100, Peoples R China
3.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Zhu, Lingjie,Shen, Shuhan,Gao, Xiang,et al. Urban Scene Vectorized Modeling Based on Contour Deformation[J]. ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION,2020,9(3):13.
APA Zhu, Lingjie,Shen, Shuhan,Gao, Xiang,&Hu, Zhanyi.(2020).Urban Scene Vectorized Modeling Based on Contour Deformation.ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION,9(3),13.
MLA Zhu, Lingjie,et al."Urban Scene Vectorized Modeling Based on Contour Deformation".ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION 9.3(2020):13.

入库方式: OAI收割

来源:自动化研究所

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