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One-Shot M-Array Pattern Based on Coded Structured Light for Three-Dimensional Object Reconstruction

Authors :
Jia, Xiaojun
Liu, Zihao
Source :
Journal of Control Science and Engineering; 2021, Vol. 2021 Issue: 1
Publication Year :
2021

Abstract

Pattern encoding and decoding are two challenging problems in a three-dimensional (3D) reconstruction system using coded structured light (CSL). In this paper, a one-shot pattern is designed as an M-array with eight embedded geometric shapes, in which each 2 × 2 subwindow appears only once. A robust pattern decoding method for reconstructing objects from a one-shot pattern is then proposed. The decoding approach relies on the robust pattern element tracking algorithm (PETA) and generic features of pattern elements to segment and cluster the projected structured light pattern from a single captured image. A deep convolution neural network (DCNN) and chain sequence features are used to accurately classify pattern elements and key points (KPs), respectively. Meanwhile, a training dataset is established, which contains many pattern elements with various blur levels and distortions. Experimental results show that the proposed approach can be used to reconstruct 3D objects.

Details

Language :
English
ISSN :
16875249 and 16875257
Volume :
2021
Issue :
1
Database :
Supplemental Index
Journal :
Journal of Control Science and Engineering
Publication Type :
Periodical
Accession number :
ejs56580460
Full Text :
https://doi.org/10.1155/2021/6676704