|
|
Advanced Genetic Algorithm Based Two-dimensional Fuzzy Entropy Image Segmentation Algorithm |
|
|
Abstract: Image segmentation serves the basis of image analysis. In the application area, because segmented images are always involved with great variability and noise, one-dimensional histogram based classical image segmentation methods are not often adequate in some situations. Recently, the two-dimensional histogram based two-dimensional image segmentation methods has gradually become a focus of the image segmentation. Since the basic genetic algorithm based two-dimensional fuzzy entropy image segmentation algorithms has not been well developed, this paper proposes an advanced genetic algorithm. Through using the fitness maximum space, the proposed algorithm establishes a fuzzy evaluation mechanism in the evolution process. Comparing with the classic genetic algorithm, the proposed genetic algorithm remarkably enhances the algorithm's convergence faculty and the whole search ability, in estimating the chromosomes, the algorithm also enhances rationality and objectivity. Experiment result shows that the proposed algorithm remarkably improves the two-dimensional fuzzy entropy image segmentation algorithm's executing speed. Also comparing with the classic genetic algorithm based the two-dimensional fuzzy entropy image segmentation algorithm, although a little more time is spent, the proposed algorithm's acquired image segmentation effect is better.
|
Received: 13 August 2010
|
|
Corresponding Authors:
Wang Jian-Jun
|
|
|
|
[1] |
ZHAO Chenhao, LIU Yonglan, ZHAO Jie. Path Planning Method of UAV Area Coverage Searching Based on PEGA[J]. journal1, 2014, 32(28/29): 85-90. |
[2] |
ZHANG Qinli;CHENG Jian;CHEN Qiusong;HU Wei;ZHOU Bihui. Prediction of Backfill Drill-hole Life Based on Combined Model of GA-SVM and Neural Network[J]. , 2013, 31(34): 34-38. |
[3] |
MA Yuhong;YAO Tingting;ZHANG Haoqing. Multi-delivery Centre Multi-type Vehicle Scheduling Problem Based on the Partition and the Design of Genetic Algorithm[J]. , 2013, 31(2): 61-67. |
[4] |
LIU Zhiwen;;LIU Dingsheng;LIU Peng. A Multi-source Remote Image Feature Extraction and Matching Technology[J]. , 2013, 31(15): 69-72. |
[5] |
MA Yuhong;SUN Shufen. Location-allocation Problem of Three-stage Supply Chain with Multi-products and Its Genetic Algorithm[J]. , 2012, 30(9): 62-68. |
[6] |
SHA Yongdong;LI Xiaohuo;KANG Xiaomin;HOU Jing. The Parameter Optimization of the Maximum Efficiency of Reducing Dust for Roadheader External Spray Based on Genetic Algorithm[J]. , 2012, 30(26): 35-38. |
|
|
|
|