Satellite Cloud Image Enhancement by Genetic Algorithm with Fuzzy Technique

被引:1
|
作者
Zhang, Changjiang [1 ]
Lu, Juan [1 ]
机构
[1] Zhejiang Normal Univ, Coll Math Phys & Informat Engn, Jinhua 321004, Peoples R China
关键词
D O I
10.1109/NISS.2009.186
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to efficiently enhance contrast of the satellite cloud image, an efficient satellite cloud image enhancing method is proposed. Most of existing satellite cloud image enhancing methods do not consider uncertainties of the image, that is to say, fuzziness in the satellite cloud image processing. A new kind of image measure function is proposed by combing fuzzy theory with other some measures. We use it as the overall fitness function of genetic algorithm to adaptively optimize the nonlinear transform parameters in the nonlinear transform function. Thus an optimal gray transformation curve is obtained to enhance the region of interest for a satellite cloud image. Typhoon cloud images are used to verb the proposed method. Experimental results show that the proposed method has higher adaptability and intelligence. The proposed method is better than the classical image enhancement methods in overall performance. Enhanced typhoon cloud images by the proposed method can be used to accurately locate the center and predict intensity of the typhoon.
引用
收藏
页码:1090 / 1095
页数:6
相关论文
共 50 条
  • [1] Satellite cloud image de-noising and enhancement by fuzzy wavelet neural network and genetic algorithm in curvelet domain
    Zhang, Xingcai
    Zhang, Changjiang
    BIO-INSPIRED COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2007, 4688 : 389 - +
  • [2] A New Genetic Algorithm Based Technique for Biomedical Image Enhancement
    Khatkar, Kirti
    Kumar, Dinesh
    PERTANIKA JOURNAL OF SCIENCE AND TECHNOLOGY, 2018, 26 (04): : 1725 - 1749
  • [3] Combining fuzzy theory and a genetic algorithm for satellite image edge detection
    Jubai, A.
    Jing, B.
    Yang, J.
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2006, 27 (14) : 3013 - 3024
  • [4] Advanced Fuzzy Sets and Genetic Algorithm Optimizer for Mammographic Image Enhancement
    Dounis, Anastasios
    Avramopoulos, Andreas-Nestor
    Kallergi, Maria
    ELECTRONICS, 2023, 12 (15)
  • [5] A Fuzzy Enhancement Method for Transmission Line Image Based on Genetic Algorithm
    Zhou, Xiaolin
    Sun, Guangmin
    Zhao, Dequn
    Wang, Zhimeng
    Gao, Li
    Wang, Xiaomeng
    Jin, Yufeng
    2013 NINTH INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION HIDING AND MULTIMEDIA SIGNAL PROCESSING (IIH-MSP 2013), 2013, : 223 - 226
  • [6] An Efficient Image Contrast Enhancement Algorithm Using Genetic Algorithm and Fuzzy Intensification Operator
    Prabha, D. Surya
    Kumar, J. Satheesh
    WIRELESS PERSONAL COMMUNICATIONS, 2017, 93 (01) : 223 - 244
  • [7] An Efficient Image Contrast Enhancement Algorithm Using Genetic Algorithm and Fuzzy Intensification Operator
    D. Surya Prabha
    J. Satheesh Kumar
    Wireless Personal Communications, 2017, 93 : 223 - 244
  • [8] Fuzzy statistics-based affinity propagation technique for clustering in satellite cloud image
    Devika, Govindan
    Parthasarathy, Sudhaman
    EUROPEAN JOURNAL OF REMOTE SENSING, 2018, 51 (01): : 754 - 764
  • [9] Infrared image enhancement and the correlative technique based on the parallel genetic algorithm
    Guo, Run-Qiu
    Li, Jun-Feng
    Lin, Xiao-Chun
    Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2004, 31 (01): : 6 - 8
  • [10] Enhancement of ground-based cloud image by genetic algorithm with SURF points
    Wei, Zhenxing
    Zhuo, Wen
    Journal of Information and Computational Science, 2014, 11 (08): : 2527 - 2534