Generating Point Cloud from Measurements and Shapes Based on Convolutional Neural Network: An Application for Building 3D Human Model
Joint Authors
Bao, Pham The
Nguyen, Mau Tung
Dang, Thanh Vu
Tran Thi, Minh Kieu
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-09-02
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
It has been widely known that 3D shape models are comprehensively parameterized using point cloud and meshes.
The point cloud particularly is much simpler to handle compared with meshes, and it also contains the shape information of a 3D model.
In this paper, we would like to introduce our new method to generating the 3D point cloud from a set of crucial measurements and shapes of importance positions.
In order to find the correspondence between shapes and measurements, we introduced a method of representing 3D data called slice structure.
A Neural Networks-based hierarchical learning model is presented to be compatible with the data representation.
Primary slices are generated by matching the measurements set before the whole point cloud tuned by Convolutional Neural Network.
We conducted the experiment on a 3D human dataset which contains 1706 examples.
Our results demonstrate the effectiveness of the proposed framework with the average error 7.72% and fine visualization.
This study indicates that paying more attention to local features is worthwhile when dealing with 3D shapes.
American Psychological Association (APA)
Nguyen, Mau Tung& Dang, Thanh Vu& Tran Thi, Minh Kieu& Bao, Pham The. 2019. Generating Point Cloud from Measurements and Shapes Based on Convolutional Neural Network: An Application for Building 3D Human Model. Computational Intelligence and Neuroscience،Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1129319
Modern Language Association (MLA)
Nguyen, Mau Tung…[et al.]. Generating Point Cloud from Measurements and Shapes Based on Convolutional Neural Network: An Application for Building 3D Human Model. Computational Intelligence and Neuroscience No. 2019 (2019), pp.1-15.
https://search.emarefa.net/detail/BIM-1129319
American Medical Association (AMA)
Nguyen, Mau Tung& Dang, Thanh Vu& Tran Thi, Minh Kieu& Bao, Pham The. Generating Point Cloud from Measurements and Shapes Based on Convolutional Neural Network: An Application for Building 3D Human Model. Computational Intelligence and Neuroscience. 2019. Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1129319
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1129319