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Content Provider | IEEE Xplore Digital Library |
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Author | Jin-Yi Wu Chien-Chung Tseng Chun-Hao Chang Lien, J.-J.J. Ju Chin Chen Ching Ting Tu |
Copyright Year | 2011 |
Description | Author affiliation: Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan (Jin-Yi Wu; Chien-Chung Tseng; Chun-Hao Chang; Lien, J.-J.J.) || Computer Science and Information Engineering, National Kaohsiung University of Applied Sciences, Taiwan (Ju Chin Chen) || Institute of Information Science, Academia Sinica, Taipei, Taiwan (Ching Ting Tu) |
Abstract | Nowadays, the number of vehicles is growing rapidly, and more and more intelligent transportation systems are developed for assisting drivers. Road sign detection and recognition is extremely important for safe and careful driving, this system can not only inform the driver about the condition of the roadway but also support the driver during the tedious task of remembering the large number of road signs. In this work, we propose a fast road sign detection and recognition system. This system takes advantage of the HSI color space to filter most of the false alarms. Distance to borders (DtBs) and Support Vector Machine (SVM) are then used for the shape detection. Finally, the candidate blobs that pass through the shape detection is recognized by a GentleBoost with sharing features detector and rotation, scale, translation-invariant (RST-invariant) template matching. For recognition step, color information is used for training GentleBoost detector to ensure the accuracy of the system; and the achromatic part of the candidates are matched to the templates by RST-invariant template matching. The main advantage of this system is that it can detect and recognize road signs efficiently and accurately. |
Starting Page | 410 |
Ending Page | 415 |
File Size | 931081 |
Page Count | 6 |
File Format | |
ISBN | 9781612843513 |
e-ISBN | 9781612844718 |
e-ISBN | 9781612844725 |
DOI | 10.1109/ICSSE.2011.5961938 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2011-06-08 |
Publisher Place | China |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Matched filters Shape Image color analysis Databases Traffic sign detection and recognition Roads Detectors Feature extraction GentleBoost with sharing feature RST-invariant template matching |
Content Type | Text |
Resource Type | Article |
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