|
|
|
| An Adaptive Weighted Fuzzy C-means Clustering Algorithm for Remote Sensing Image Classification |
| Wenping Liu, Tianyi Cui, Chih-Cheng Hung, Shihong Chen |
|
|
|
Abstract The Fuzzy C-means (FCM) clustering algorithm is a well-known tool
for pattern and image classification, while FCM is showing unstable
behaviors with different fuzzy indexes. The New Weighted Fuzzy
C-means (NW-FCM) algorithm, based on the weighted mean concept, was
proposed to improve the performance of FCM, however, NW-FCM needs
man-machine interaction and can not classify by itself. In this
paper, an Adaptive Weighted Fuzzy Clustering Algorithm (AWFCM),
which integrates the weighted mean concept with the mechanism of
splitting and lumping from the Iterative Self-organizing Data
Analysis Techniques Algorithm (ISODATA), is proposed for remote
sensing image classification. At the same time, a statistical method
is introduced into the algorithm. The AWFCM does not need a priori
knowledge about the number of clusters and their centers, and can
automatically estimate an initial number of clusters and their
centers, also the optimum final number of clusters. Experimental
results demonstrate that the AWFCM has better performance than those
of the K-means, ISODATA and FCM algorithms.
DOI: 10.12733/jics20101678
|
|
|
|
|
|
| [1] |
Lingxiao Ma;Yi Li;Hancong Tang;Weilai Chi;Depeng Dang. Parallel Chameleon Clustering Based on MapReduce[J]. , 2015, 12(6): 2053-2062. |
| [2] |
Jun Chen;Zhengyang Luo;Chengying Gao. An Improved Hole-filling Technology Based on MLS[J]. , 2015, 12(6): 2063-2072. |
| [3] |
Weixin Xie;Hongbin Huang;Haotian Zhai;Weiping Liu. Features Extraction and Classification of Rice Paper Images Based on Wavelet Transform[J]. , 2015, 12(6): 2073-2079. |
| [4] |
Yehong Du;He Cui;Bing Li;Jie Li. Research on Regional Coverage with LAVs Based on MOPSOA[J]. , 2015, 12(6): 2081-2092. |
| [5] |
Xiaojian You;Xiaohai He;Xuemei Han;Chun Wu;Hong Jiang. A Novel Cognitive Radio Decision Engine Based on Chaotic Quantum Bee Colony Algorithm[J]. , 2015, 12(6): 2093-2106. |
| [6] |
Yao Fan;Yanli Chu. pplication of Improved ART Algorithm in Concrete Ultrasonic Imaging[J]. , 2015, 12(6): 2107-2116. |
| [7] |
Lun Xie;Xin Liu;Zhiliang Wang. Micro-expression Cognition and Emotion Modeling Based on Gross Reappraisal Strategy[J]. , 2015, 12(6): 2117-2132. |
| [8] |
Xiaoxue Guo;Haosen Lin. Remain Resource Reallocation DRA Algorithm with Multiple QoS Parameters Constraint[J]. , 2015, 12(6): 2133-2141. |
| [9] |
Zhiwei Ni;Xuhui Zhu;Liping Ni;Meiying Cheng;Yiling Wang. An Improved Discrete Optimization Algorithm Based on Artificial Fish Swarm and Its Application for Attribute Reduction[J]. , 2015, 12(6): 2143-2154. |
| [10] |
Siyuan Liu;Meng Wang;Haosong Hu. A Method and Application of Signal Demodulation Based on Wavelet Packet and Wavelet Ridge Decomposition[J]. , 2015, 12(6): 2155-2164. |
| [11] |
Yuan Xi;Kai Cheng;Tao Xiao;Xitong Lou;Lei Cheng;Yanjuan Hu. Parametric Design of Reverse Blowing Pickup Mouth Based on Flow Simulation[J]. , 2015, 12(6): 2165-2175. |
| [12] |
Hui Zhang;Peng Zhao;Jian Gao;Chengxiang Zhuge;Xiangming Yao. An Effective Intelligent Method for Optimal Urban Transit Network Design[J]. , 2015, 12(6): 2177-2184. |
| [13] |
Xin Wang;Fulian Yin;Jianping Chai;Xinran Wang. The Research of Broadcast Television Community Discovery Technology Based on Double-weight Gaussian Kernel Similarity[J]. , 2015, 12(6): 2185-2196. |
| [14] |
Yanli Huang;Beibei Xu;Xiaoliang Li. Properties of Rational General Solutions for First Order Multivariate Autonomous Rational Differential Systems[J]. , 2015, 12(6): 2197-2204. |
| [15] |
Jianli Feng;Xiaomin Zhang. An Identification Algorithm of Passive Millimeter Wave Detection Armored Targets Based on Signal Complexity[J]. , 2015, 12(6): 2205-2212. |
|
|
|
|
