TY - GEN
T1 - A combined method for traffic sign detection and classification
AU - Huang, Yuan Shui
AU - Fu, Meng Yin
AU - Ma, Hong Bin
PY - 2010
Y1 - 2010
N2 - The study of traffic sign recognition system has been of great interests for many years. This problem is often addressed by a three-stage procedure involving detection, tracking and classification. In this paper, a novel approach combining detection and classification of circular traffic signs is proposed. The position and scale of sign candidates within the scene are captured by detecting the center of circle using improved fast radial symmetry (IFRS) detector efficiently and robustly. In the classification stage, a new method based on pictogram distribution histogram (PDH) is used to represent the pictogram. Experiments through support vector machine on both template and real environment have shown robust detection effects and high classification accuracy.
AB - The study of traffic sign recognition system has been of great interests for many years. This problem is often addressed by a three-stage procedure involving detection, tracking and classification. In this paper, a novel approach combining detection and classification of circular traffic signs is proposed. The position and scale of sign candidates within the scene are captured by detecting the center of circle using improved fast radial symmetry (IFRS) detector efficiently and robustly. In the classification stage, a new method based on pictogram distribution histogram (PDH) is used to represent the pictogram. Experiments through support vector machine on both template and real environment have shown robust detection effects and high classification accuracy.
KW - Fast radial symmetry
KW - Pictogram distribution histogram
KW - Traffic sign recognition
UR - https://www.scopus.com/pages/publications/78651454127
U2 - 10.1109/CCPR.2010.5659132
DO - 10.1109/CCPR.2010.5659132
M3 - Conference contribution
AN - SCOPUS:78651454127
SN - 9781424472109
T3 - 2010 Chinese Conference on Pattern Recognition, CCPR 2010 - Proceedings
SP - 435
EP - 439
BT - 2010 Chinese Conference on Pattern Recognition, CCPR 2010 - Proceedings
T2 - 2010 Chinese Conference on Pattern Recognition, CCPR 2010
Y2 - 21 October 2010 through 23 October 2010
ER -