Title :
A geometry-based 3D reconstruction from a single omnidirectional image
Author :
Wahyono ; Joko, Hariyono ; Vavilin, A. ; Kang-Hyun Jo
Author_Institution :
Dept. of Electr. Eng., Univ. of Ulsan, Ulsan, South Korea
Abstract :
This paper proposes a method 3D scene reconstruction from a single omnidirectional image based on geometry recovery in 3D coordinate system. Different with previous work which only deals on scale model, the proposed method can obtain real size of 3D scene which required for real application such as robot navigation. The proposed method is divided into two mainly parts, region classification and reconstruction. In the first step, region classification using ground detection is applied to get pixel whether belongs to either ground region or vertical surface region. Once the ground pixels are determined, the remaining pixels will be classified as vertical surface. All pixels on the ground region will be reconstructed by ground surface reconstruction model, meanwhile all pixels on the vertical surface region will be reconstructed by vertical surface reconstruction model. The experiment shows that the proposed method has some advantages such as simple process, low-cost computation and precise real coordinate system. Hence, the proposed method is expected to be implemented for real application.
Keywords :
computational geometry; image classification; image reconstruction; object detection; 3D coordinate system; 3D scene reconstruction method; geometry recovery; geometry-based 3D reconstruction; ground detection; ground surface reconstruction model; low-cost computation; precise real coordinate system; region classification; robot navigation; single omnidirectional images; vertical surface reconstruction model; vertical surface region; Cameras; Geometry; Image reconstruction; Mathematical model; Mirrors; Solid modeling; Surface reconstruction; 3D Reconstruction; Geometry Recovery; Ground Detection; Omnidirectional Image;
Conference_Titel :
Frontiers of Computer Vision, (FCV), 2013 19th Korea-Japan Joint Workshop on
Conference_Location :
Incheon
Print_ISBN :
978-1-4673-5620-6
DOI :
10.1109/FCV.2013.6485508