Colour Vision Model-Based Approach for Segmentation of Traffic Signs

被引:0
|
作者
Xiaohong Gao
Kunbin Hong
Peter Passmore
Lubov Podladchikova
Dmitry Shaposhnikov
机构
[1] Middlesex University,School of Computing Science
[2] Rostov State University,Laboratory of Neuroinformatics of Sensory and Motor Systems, A.B. Kogan Research Institute for Neurocybernetics
关键词
Colour; Image Processing; Pattern Recognition; Computer Vision; Colour Space;
D O I
暂无
中图分类号
学科分类号
摘要
This paper presents a new approach to segment traffic signs from the rest of a scene via CIECAM, a colour appearance model. This approach not only takes CIECAM into practical application for the first time since it was standardised in 1998, but also introduces a new way of segmenting traffic signs in order to improve the accuracy of colour-based approach. Comparison with the other CIE spaces, including CIELUV and CIELAB, and RGB colour space is also carried out. The results show that CIECAM performs better than the other three spaces with 94%, 90%, and 85% accurate rates for sunny, cloudy, and rainy days, respectively. The results also confirm that CIECAM does predict the colour appearance similar to average observers.
引用
收藏
相关论文
共 50 条
  • [31] Model-Based Segmentation and Classification of Trajectories
    Sander P. A. Alewijnse
    Kevin Buchin
    Maike Buchin
    Stef Sijben
    Michel A. Westenberg
    Algorithmica, 2018, 80 : 2422 - 2452
  • [32] MODEL-BASED RECOGNITION IN ROBOT VISION
    CHIN, RT
    DYER, CR
    COMPUTING SURVEYS, 1986, 18 (01) : 67 - 108
  • [33] Model-based brain and tumor segmentation
    Moon, N
    Bullitt, E
    van Leemput, K
    Gerig, G
    16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL I, PROCEEDINGS, 2002, : 528 - 531
  • [34] Model-Based Segmentation and Classification of Trajectories
    Alewijnse, Sander P. A.
    Buchin, Kevin
    Buchin, Maike
    Sijben, Stef
    Westenberg, Michel A.
    ALGORITHMICA, 2018, 80 (08) : 2422 - 2452
  • [35] A Robust Model-based Iris Segmentation
    Sreecholpech, Chirayuth
    Thainimit, Somying
    2009 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATION SYSTEMS (ISPACS 2009), 2009, : 599 - 602
  • [36] MODEL-BASED SEGMENTATION OF FLIR IMAGES
    BHANU, B
    HOLBEN, RD
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1990, 26 (01) : 2 - 11
  • [37] Model-based segmentation of leukocytes clusters
    Nilsson, Björn
    Heyden, Anders
    Proceedings - International Conference on Pattern Recognition, 2002, 16 (01): : 727 - 730
  • [38] Considerations for model-based traffic control
    Burger, M.
    van den Berg, M.
    Hegyi, A.
    De Schutter, B.
    Hellendoorn, J.
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2013, 35 : 1 - 19
  • [39] A FEATURE-BASED APPROACH FOR REFINEMENT OF MODEL-BASED SEGMENTATION OF LOW CONTRAST STRUCTURES
    Qazi, Arish A.
    Kim, John
    Jaffray, David A.
    Pekar, Vladimir
    2011 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2011, : 7977 - 7980
  • [40] Estimation of reflectance properties following colour segmentation (colour-constancy model based on colour segmentation data)
    Nikolaev, DP
    Nikolayev, PP
    PERCEPTION, 2002, 31 : 138 - 138