Title
Soft computing based real-time traffic sign recognition: a design approach
Abstract
The traffic sign detection and recognition system is an essential module of the driver warning and assistance system. During the last few years much research effort has been devoted to autonomous vehicle navigation using different algorithm. Proposed work includes a neural network based drivers assistance system for traffic sign detection. In this paper authors have implemented a high-speed color camera to enhance its performance in real time scanning. The proposed algorithm increases the efficiency of the system by 7 to 10% as compared to conventional algorithms. The system includes two main modules: detection module and recognition module. In the detection module, the thresholding is used to segment the image. The features of traffic signs are investigated and used to detect potential objects. In recognition module, we use complimenting and then ANDing techniques. The joint use of classification and validation networks can reduce the false positive rate. There liability demonstrated by the proposed method suggests that this system could be a part of an integrated driver warning and assistance system based on computer vision technology.
Year
DOI
Venue
2005
10.1007/11552413_152
KES (1)
Keywords
Field
DocType
conventional algorithm,detection module,soft computing,real-time traffic sign recognition,traffic sign detection,recognition system,assistance system,design approach,traffic sign,recognition module,main module,essential module,drivers assistance system,false positive rate,computer vision,neural network,real time
User assistance,Computer science,Real-time computing,Traffic sign recognition,Autonomous system (mathematics),Traffic sign,Soft computing,Thresholding,Syntactic pattern recognition,Artificial neural network,Embedded system,Distributed computing
Conference
Volume
ISSN
ISBN
3681
0302-9743
3-540-28894-5
Citations 
PageRank 
References 
1
0.41
4
Authors
6
Name
Order
Citations
PageRank
Preeti R. Bajaj18114.51
A. Dalavi210.41
Sushant Dubey310.41
Mrinal Mouza410.41
Shalabh Batra510.41
Sarika Bhojwani610.41