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Real-time traffic sign detection with vehicle camera images

Authors
Kim J.Choi Y.Kim S.Lim K.Byun H.
Issue Date
Jan-2013
Publisher
ACM digital library
Keywords
Color segmentation; Guided filter; Traffic sign detection
Citation
Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication, ICUIMC 2013
Journal Title
Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication, ICUIMC 2013
URI
https://scholarworks.sookmyung.ac.kr/handle/2020.sw.sookmyung/6512
DOI
10.1145/2448556.2448576
ISSN
0000-0000
Abstract
This paper presents a real-time traffic sign detection method using color properties and shape-based features for real-world environment applications. The proposed method has two main steps: color- based region segmentation and shape-based verification of the segmented area. In the first step, region-of-interest (ROI) is roughly segmented by a simple color-based thresholding method and each segment is corrected by a guided filter. Next, each ROI is verified through a shape analysis to decide whether the ROI is a circle or a triangle. For detecting circles, we compare three different methods: RSD, BCT, and STVUE. For triangles, RPD, VBT and STVUT were applied. We evaluated these alternatives with 232 experimental images containing 142 circular signs and 82 triangular signs. We found that RSD in the circle detection and STVUT in the triangle detection provide the best detection rates of 93% and 90% respectively. The main contribution of this paper is to present a novel approach for extracting boundary of traffic sign. Copyright © 2013 ACM.
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공과대학 (소프트웨어학부(첨단))
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