Two-stage road sign detection and recognition

被引:0
|
作者
Kuo, Wen-Jia [1 ]
Lin, Chien-Chung [1 ]
机构
[1] Yuan Ze Univ, Dept Informat Management, Chungli 32003, Taiwan
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a road sign detection and recognition method using two-stage classification strategy. In the detection phase, geometric characters of road traffic signs, Hough transformation, corner detection, and projection are used to detect the exact position of the road sign in the image under noisy and complicated environment. In the recognition phase, convolution, radial basis function (RBF) neural network and K-d tree are used to recognize the road signs in two stages. Experimental results show that most road signs can be correctly detected and recognized by our proposed method with the accuracy of 95.5%. Moreover, the method is robust against the major difficulties of road sign detection and recognition. The proposed approach would be helpful for the development of intelligent Driver Support System and provide effective driving assistance message.
引用
收藏
页码:1427 / 1430
页数:4
相关论文
共 50 条
  • [21] A Road Sign Detection and the Recognition for Driver Assistance Systems
    Kale, Amol Jayant
    Mahajan, R. C.
    [J]. 2015 INTERNATIONAL CONFERENCE ON ENERGY SYSTEMS AND APPLICATIONS, 2015, : 69 - 74
  • [22] A Progressive Approach to Generic Object Detection: A Two-Stage Framework for Image Recognition
    Aamir, Muhammad
    Rahman, Ziaur
    Abro, Waheed Ahmed
    Bhatti, Uzair Aslam
    Dayo, Zaheer Ahmed
    Ishfaq, Muhammad
    [J]. CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 75 (03): : 6351 - 6373
  • [23] Two-stage Voiceprint Recognition Algorithm of Electrical Faults Based on Novelty Detection
    Sun, Hanwen
    Li, Zhe
    Lin, Rui
    Jiang, Yi
    Sheng, Gehao
    Jiang, Xiuchen
    [J]. Dianwang Jishu/Power System Technology, 2021, 45 (07): : 2888 - 2895
  • [24] A Two-stage Vehicle Type Recognition Method
    Gao, Fei
    He, Zhijing
    Ge, Yisu
    Lu, Shufang
    Zhang, Yuanming
    [J]. 2018 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2018, : 360 - 366
  • [25] Two-stage Training for Chinese Dialect Recognition
    Ren, Zongze
    Yang, Guofu
    Xu, Shugong
    [J]. INTERSPEECH 2019, 2019, : 4050 - 4054
  • [26] A two-stage learning approach to face recognition
    Dong, Xiao
    Zhang, Huaxiang
    Sun, Jiande
    Wan, Wenbo
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2017, 43 : 21 - 29
  • [27] An Efficient, Two-Stage Iris Recognition System
    Gentile, James E.
    Ratha, Nalini
    Connell, Jonathan
    [J]. 2009 IEEE 3RD INTERNATIONAL CONFERENCE ON BIOMETRICS: THEORY, APPLICATIONS AND SYSTEMS, 2009, : 211 - 215
  • [28] Two-Stage Recognition for Oracle Bone Inscriptions
    Meng, Lin
    [J]. IMAGE ANALYSIS AND PROCESSING (ICIAP 2017), PT II, 2017, 10485 : 672 - 682
  • [29] A two-stage system for meter value recognition
    Behnke, S
    [J]. 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 1, PROCEEDINGS, 2003, : 549 - 552
  • [30] A two-stage synergetic approach for face recognition
    Chen, WG
    Qi, FH
    Wang, ZZ
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2004, 18 (06) : 1007 - 1017