A study on image segmentation by an improved adaptive algorithm

被引:0
|
作者
Li, Qing [1 ]
He, Wen-Hao [1 ]
Jiang, Han-Hong [2 ]
Li, Xuan-Zhong [1 ]
机构
[1] Wuhan Univ Technol, Sch Informat Engn, Wuhan 430070, Peoples R China
[2] Naval Univ Engn, Sch Elect & Informat Engn, Wuhan 430070, Peoples R China
来源
PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7 | 2007年
关键词
image segmentation; improved adaptive genetic algorithm (IAGA); crossover; mutation;
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
In the first place, an improvement was made on crossover and mutation of adaptive genetic algorithm (AGA) to let the crossover probability and mutation probability adapt nonlinearly. Then a comparison was made between Improved Adaptive Genetic Algorithm (IAGA) and Adaptive Genetic Algorithm (AGA) in segmentation time and adaptive function curve. The results indicated that IAGA can give attention to the main information of experiment images. And much less time was used by the algorithm. The process of searching for global optimum also became more stable than AGA.
引用
收藏
页码:1570 / +
页数:2
相关论文
共 50 条
  • [31] An improved random walk algorithm based on data-adaptive gaussian smoother for image segmentation
    Guo, Cuimei
    Zheng, Sheng
    Xie, Yaocheng
    Hao, Wei
    MIPPR 2011: AUTOMATIC TARGET RECOGNITION AND IMAGE ANALYSIS, 2011, 8003
  • [32] Study on the improved fuzzy clustering algorithm and its application in brain image segmentation
    Ren, Tianbao
    Wang, Huanhuan
    Feng, Huilin
    Xu, Chensheng
    Liu, Guoshun
    Ding, Pan
    APPLIED SOFT COMPUTING, 2019, 81
  • [33] An Improved Adaptive Level Set Method for Image Segmentation
    Zhang, Li
    Wu, Kai-Teng
    Li, Ping
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2018, 32 (05)
  • [34] Adaptive scale segmentation algorithm for polarimetric SAR image
    Xu, Yifan
    Liu, Aifang
    Huang, Long
    JOURNAL OF ENGINEERING-JOE, 2019, 2019 (19): : 6072 - 6076
  • [35] An improved image segmentation algorithm based on Otsu method
    Wang Hongzhi
    Dong Ying
    INTERNATIONAL SYMPOSIUM ON PHOTOELECTRONIC DETECTION AND IMAGING 2007: RELATED TECHNOLOGIES AND APPLICATIONS, 2008, 6625
  • [36] An automatic image segmentation algorithm based on improved FCM
    Zhou, X.-M. (zhouxm@scut.edu.cn), 1600, South China University of Technology (42): : 1 - 7
  • [37] AN IMPROVED STEREO MATCHING ALGORITHM BASED ON IMAGE SEGMENTATION
    Zhu, Chenghui
    Wang, Jianping
    Mu, Daoming
    Ren, Ranran
    2011 INTERNATIONAL CONFERENCE ON INSTRUMENTATION, MEASUREMENT, CIRCUITS AND SYSTEMS (ICIMCS 2011), VOL 2: FUTURE COMMUNICATION AND NETWORKING, 2011, : 81 - 84
  • [38] Image Segmentation by Improved Level Set Evolution Algorithm
    Liu, Haiying
    Yan, Tingfang
    Cheng, Yu
    Zhang, David W.
    Meng, Max Q. -H.
    PROCEEDING OF THE IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2012, : 616 - 619
  • [39] The application of the MIC and improved snake algorithm on the image segmentation
    Tang, Liqun
    Wang, Kejun
    Li, Yonghua
    Ning, Hui
    Yuan, Yongbin
    Guo, Qingchang
    ICIEA 2007: 2ND IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-4, PROCEEDINGS, 2007, : 1898 - 1902
  • [40] Improved color image segmentation algorithm based on GrabCut
    Wang Rui
    Peng Jinye
    Che Liping
    Hou Yuting
    MECHATRONICS, ROBOTICS AND AUTOMATION, PTS 1-3, 2013, 373-375 : 464 - 467