DocumentCode :
46701
Title :
A Convenient Vision-Based System for Automatic Detection of Parking Spaces in Indoor Parking Lots Using Wide-Angle Cameras
Author :
Shen-En Shih ; Wen-Hsiang Tsai
Author_Institution :
Inst. of Comput. Sci. & Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Volume :
63
Issue :
6
fYear :
2014
fDate :
Jul-14
Firstpage :
2521
Lastpage :
2532
Abstract :
A convenient indoor vision-based parking lot system using wide-angle fisheye-lens or catadioptric cameras is proposed, which is easy to set up by a user with no technical background. Easiness in the system setup mainly comes from the use of a new camera model that can be calibrated using only one space line without knowing its position and direction, as well as from the allowance of convenient changes in detected parking space boundaries. After camera calibration based on the new camera model is completed, parking space boundary lines are automatically extracted from input wide-angle images by a modified Hough transform with a new cell accumulation scheme, which can generate more accurate equal-width curves using the geometric relations of line positions and directions. In addition, the user may easily add or remove the boundary lines by single clicks on images, and parking spaces can be segmented out by region growing with the use of the boundary lines. Finally, vacant parking spaces can be detected by a background subtraction scheme. A real vision-based parking lot has been established and relevant experiments conducted. Good experimental results show the correctness, feasibility, and robustness of the proposed methods.
Keywords :
Hough transforms; cameras; computer vision; edge detection; image segmentation; traffic engineering computing; automatic parking space detection; background subtraction scheme; camera calibration; catadioptric cameras; cell accumulation scheme; equal-width curves; indoor vision-based parking lot system; input wide-angle images; line directions; line positions; modified Hough transform; parking space boundary detection; parking space boundary line extraction; parking space segmentation; vacant parking spaces; wide-angle cameras; wide-angle fisheye-lens; Calibration; Cameras; Educational institutions; Fitting; Image edge detection; Transforms; Vectors; Hough Transform; Hough transform; Wide-angle cameras; parking lot analysis; parking lot system; space line analysis; wide-angle cameras;
fLanguage :
English
Journal_Title :
Vehicular Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9545
Type :
jour
DOI :
10.1109/TVT.2013.2297331
Filename :
6701232
Link To Document :
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