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Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm

WANG Jing TANG Jilong LIU Jibin REN Chunying LIU Xiangnan FENG Jiang

WANG Jing, TANG Jilong, LIU Jibin, REN Chunying, LIU Xiangnan, FENG Jiang. Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm[J]. 中国地理科学, 2009, 19(1): 83-88. doi: 10.1007/s11769-009-0083-3
引用本文: WANG Jing, TANG Jilong, LIU Jibin, REN Chunying, LIU Xiangnan, FENG Jiang. Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm[J]. 中国地理科学, 2009, 19(1): 83-88. doi: 10.1007/s11769-009-0083-3
WANG Jing, TANG Jilong, LIU Jibin, REN Chunying, LIU Xiangnan, FENG Jiang. Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm[J]. Chinese Geographical Science, 2009, 19(1): 83-88. doi: 10.1007/s11769-009-0083-3
Citation: WANG Jing, TANG Jilong, LIU Jibin, REN Chunying, LIU Xiangnan, FENG Jiang. Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm[J]. Chinese Geographical Science, 2009, 19(1): 83-88. doi: 10.1007/s11769-009-0083-3

Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm

doi: 10.1007/s11769-009-0083-3
基金项目: Under the auspices of National Natural Science Foundation of China (No. 30370267);Key Project of Jilin Provincial Science & Technology Department (No. 20075014)
详细信息
    通讯作者:

    FENG Jiang.E-mail:fengj@nenu.edu.cn

Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm

Funds: Under the auspices of National Natural Science Foundation of China (No. 30370267);Key Project of Jilin Provincial Science & Technology Department (No. 20075014)
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出版历程
  • 收稿日期:  2008-05-20
  • 修回日期:  2008-11-10
  • 刊出日期:  2009-03-20

Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm

doi: 10.1007/s11769-009-0083-3
    基金项目:  Under the auspices of National Natural Science Foundation of China (No. 30370267);Key Project of Jilin Provincial Science & Technology Department (No. 20075014)
    通讯作者: FENG Jiang.E-mail:fengj@nenu.edu.cn

摘要: Remote sensing image segmentation is the basis of image understanding and analysis. However,the precision and the speed of segmentation can not meet the need of image analysis,due to strong uncertainty and rich texture details of remote sensing images. We proposed a new segmentation method based on Adaptive Genetic Algorithm(AGA) and Alternative Fuzzy C-Means(AFCM). Segmentation thresholds were identified by AGA. Then the image was segmented by AFCM. The results indicate that the precision and the speed of segmentation have been greatly increased,and the accuracy of threshold selection is much higher compared with traditional Otsu and Fuzzy C-Means(FCM) segmentation methods. The segmentation results also show that multi-thresholds segmentation has been achieved by combining AGA with AFCM.

English Abstract

WANG Jing, TANG Jilong, LIU Jibin, REN Chunying, LIU Xiangnan, FENG Jiang. Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm[J]. 中国地理科学, 2009, 19(1): 83-88. doi: 10.1007/s11769-009-0083-3
引用本文: WANG Jing, TANG Jilong, LIU Jibin, REN Chunying, LIU Xiangnan, FENG Jiang. Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm[J]. 中国地理科学, 2009, 19(1): 83-88. doi: 10.1007/s11769-009-0083-3
WANG Jing, TANG Jilong, LIU Jibin, REN Chunying, LIU Xiangnan, FENG Jiang. Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm[J]. Chinese Geographical Science, 2009, 19(1): 83-88. doi: 10.1007/s11769-009-0083-3
Citation: WANG Jing, TANG Jilong, LIU Jibin, REN Chunying, LIU Xiangnan, FENG Jiang. Alternative Fuzzy Cluster Segmentation of Remote Sensing Images Based on Adaptive Genetic Algorithm[J]. Chinese Geographical Science, 2009, 19(1): 83-88. doi: 10.1007/s11769-009-0083-3
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