Multi-scale Retinex Image Enhancement Algorithm Based on Fabric Defect Database

被引:0
|
作者
Wang, Huang [1 ,2 ]
Duan, Fajie [1 ]
Zhou, Weiti [2 ]
机构
[1] Tianjin Univ, State Key Lab Precis Measuring Technol & Instrume, Tianjin 300072, Peoples R China
[2] Hubei Univ Technol, Sch Mech Engn, Wuhan 430068, Hubei, Peoples R China
关键词
Complex illumination; Fabric defect; Simulation data base; Image enhancement algorithm;
D O I
10.1117/12.2549245
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
In order to meet the demands of fabric defect detection under different lighting conditions, the multi-scale Retinex algorithm is proposed as preprocessing algorithm to limit the influence of lighting change on subsequent processing to a certain degree. Firstly, the fabric defect simulation database under complex lighting conditions is produced by rotating, flipping and transforming the data based on traditional TILDA fabric texture database. Aiming at the phenomenon of the obvious brightness changes between different images in the database and the more complicated illumination environment, the multi-scale Retinex algorithm as the preprocessing is used by logarithmically transforming the given input image and estimating the incident image in this paper. The input image and the estimated incident image are reflected images, which limits the influence of illumination changes on subsequent processing to a certain extent. The comparative experiments show that dynamic range compression, color constancy, edge enhancement and a balance between the three aspects can be achieved by the multi-scale Retinex algorithm at the same time. The experimental results show that the multi-scale Retinex algorithm is robust, and the local details of the processed image will be well maintained. The image information entropy and contrast is increased by 30%, and average gradient is increased by nearly 40%. Simultaneously, the change of light and noise will be limited to a certain degree, and high-quality fabric image under different illumination conditions can be obtained effectively.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] A multi-scale retinex algorithm for image enhancement
    Liu, YH
    Su, YQ
    Zhu, YF
    Yuan, ZJ
    2005 IEEE International Conference on Vehicular Electronics and Safety Proceedings, 2005, : 131 - 133
  • [2] Research of Image Enhancement Algorithm Based on Multi-scale Retinex
    Yang, Xinhua
    Yang, Jianlong
    GENETIC AND EVOLUTIONARY COMPUTING, 2015, 329 : 207 - 215
  • [3] An enhancement algorithm for video surveillance image based on multi-scale retinex
    Sichuan University of Science and Engineering, Dept. of Automation and Electronic-information, Zigong, Sichuan 643000, China
    Proc. - Int. Conf. Comput. Inf. Sci., ICCIS, (22-25):
  • [4] Medical Image Enhancement Based on a Fuzzy Multi-Scale Retinex Algorithm
    Long, Jun-yu
    Yu, Ai-ming
    Yu, Hong
    FUZZY SYSTEMS, KNOWLEDGE DISCOVERY AND NATURAL COMPUTATION SYMPOSIUM (FSKDNC 2013), 2013, : 74 - 81
  • [5] GPU implementation of Multi-Scale Retinex image enhancement algorithm
    Li, Hui
    Xie, Weihao
    Wang, Xingang
    Liu, Shousheng
    Gai, Yingying
    Yang, Lei
    2016 IEEE/ACS 13TH INTERNATIONAL CONFERENCE OF COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2016,
  • [6] A FAST MULTI-SCALE RETINEX ALGORITHM FOR COLOR IMAGE ENHANCEMENT
    Wang, Wen
    Li, Bo
    Zheng, Jin
    Xian, Shu
    Wang, Jing
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1 AND 2, 2008, : 80 - +
  • [7] A Medical Image Enhancement Method Based on Improved Multi-Scale Retinex Algorithm
    Qin, Yunchu
    Luo, Fugui
    Li, Mingzhen
    JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2020, 10 (01) : 152 - 157
  • [8] Research on compression and spread multi-scale retinex image enhancement algorithm
    Xu, Banghan
    Wu, Tianci
    Wang, Xue
    Guo, Nengxing
    Zhu, Ying
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2021, 128 : 184 - 185
  • [9] Image enhancement algorithm combining multi-scale Retinex and bilateral filter
    Wang Ming-rong
    Jiang Shu-qing
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON AUTOMATION, MECHANICAL CONTROL AND COMPUTATIONAL ENGINEERING, 2015, 124 : 1221 - 1226
  • [10] Multi-scale retinex for color image enhancement
    Rahman, Z
    Jobson, DJ
    Woodell, GA
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, PROCEEDINGS - VOL III, 1996, : 1003 - 1006