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Template-based Point Cloud Modeling for Building Model

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Please use this identifier to cite or link to this item:http://hdl.handle.net/2115/39783

Title: Template-based Point Cloud Modeling for Building Model
Authors: Lai, Hung-Jui Browse this author
Chen, Jyun-Yuan Browse this author
Lin, Chao-Hung Browse this author
Issue Date: 4-Oct-2009
Publisher: Asia-Pacific Signal and Information Processing Association, 2009 Annual Summit and Conference, International Organizing Committee
Journal Title: Proceedings : APSIPA ASC 2009 : Asia-Pacific Signal and Information Processing Association, 2009 Annual Summit and Conference
Start Page: 664
End Page: 667
Abstract: We introduce a novel template-based modeling technique for 3D point clouds sampled from unknown buildings. The approach is based on a hierarchy algebraic template to fit noisy point clouds with sharp features. In the hierarchy template, the first-level, i.e., the lowest-level, contains three kinds of primitive geometries: plane, sphere, and cylinder. These primitive geometries are represented in algebra form. In the higher levels, some simple shapes are constructed by combining these primitive geometries, and the simple shapes can are further joined to form the final template model. In the fitting process, different to the general approaches which are intrinsic an iterative fitting process, we fit point clouds by directly solving a least-square linear system. This makes the approach efficient and robust in the point cloud modeling. Furthermore, some geometric constraints are taken into account in the fitting process for the purpose of increasing modeling accuracy. The experiment results show that the modeling accuracy is improved by integrating the geometric constraints in the fitting process, and the proposed template-based fitting is robust, in terms of withstanding noises and preserving sharp features, than the approaches based on implicit surfaces.
Description: APSIPA ASC 2009: Asia-Pacific Signal and Information Processing Association, 2009 Annual Summit and Conference. 4-7 October 2009. Sapporo, Japan. Poster session: 3D Mapping, Modeling, Tracking, and Applications (6 October 2009).
Conference Name: APSIPA ASC 2009: Asia-Pacific Signal and Information Processing Association, 2009 Annual Summit and Conference
2009年アジア太平洋信号情報処理連合学会アニュアルサミット・国際会議
Conference Place: Sapporo
Type: proceedings
URI: http://hdl.handle.net/2115/39783
Appears in Collections:北海道大学サステナビリティ・ウィーク2009 (Sustainability Weeks 2009) > 2009年アジア太平洋信号情報処理連合学会アニュアルサミット・国際会議 (2009 APSIPA Annual Summit and Conference)

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