Detection of vanishing points using Hough transform for Single View 3D Reconstruction

Fuan Tsai, Huan Chang

研究成果: 書貢獻/報告類型會議論文篇章同行評審

6 引文 斯高帕斯(Scopus)

摘要

Single View Reconstruction (SVR) is a technique to reconstruct three-dimensional scenes or objects of interest from a single image. Unlike traditional (multi-view) close-range photogrammetry, SVR does not require camera parameters for obtaining 3D coordinates of the targets. A common approach for SVR is to establish the 3D metrology based on vanishing points from a single image with perspective projection. Therefore it is important to identify vanishing points correctly and effectively in order to obtain accurate 3D reconstruction results in SVR approaches. This study developed a double Hough transformation algorithm to estimate vanishing points on images with perspective projection. The algorithm starts by extracting feature lines of the raw image. The extracted feature edges are then transformed into Hough space, in which line segments are identified and short or discontinuous segments are discarded. The threshold for the line segment extortion and filtering can be automatically fine-tuned based on the statistical analysis of the data. For the best results, this study uses an inverted pyramid pattern iterative calculation procedure is employed to improve the line detection and filtering. Based on the peak values of the first Hough transformation, second transformation for those peaks is performed to identify line segments passing through the same point (or small area) on the image space. Finally, vanishing points are calculated according to the grouped line segments and optimized with iterative calculation. Experimental results using computer-simulated data and real images indicate that the developed algorithm can identify vanishing points effectively and the detected vanishing points can be used to reconstruct accurate 3D models of the objects of interest from a single image.

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主出版物標題34th Asian Conference on Remote Sensing 2013, ACRS 2013
發行者Asian Association on Remote Sensing
頁面1182-1189
頁數8
ISBN(列印)9781629939100
出版狀態已出版 - 2013
事件34th Asian Conference on Remote Sensing 2013, ACRS 2013 - Bali, Indonesia
持續時間: 20 10月 201324 10月 2013

出版系列

名字34th Asian Conference on Remote Sensing 2013, ACRS 2013
2

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???event.eventtypes.event.conference???34th Asian Conference on Remote Sensing 2013, ACRS 2013
國家/地區Indonesia
城市Bali
期間20/10/1324/10/13

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