Dynamic image segmentation algorithm in 3D descriptions of remote sensing images

被引:3
|
作者
Chen, Ching-Yi [1 ]
Feng, Hsuan-Ming [2 ]
Chen, Hua-Ching [2 ]
Jou, Shiang-Min [3 ]
机构
[1] Ming Chuan Univ, Dept Informat & Telecommun Engn, Taoyuan, Taiwan
[2] Natl Quemoy Univ, Dept Comp Sci & Informat Engn, Kinmen 892, Taiwan
[3] Xiamen Univ, Dept Elect Engn, 422 Siming South Rd, Xiamen 361005, Peoples R China
关键词
Dynamic image segmentation algorithm; 3D image describer; Remote sensing image; SPATIAL INFORMATION; MULTIRESOLUTION; FUSION;
D O I
10.1007/s11042-015-2795-y
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The dynamic image segmentation algorithm with multiple stepwise evaluation machines was applied to resultant the new boundary from image contents. The concept of data fusion is also discussed in this research for making the good decision of image behavior by a 3D image describer. It achieves the high-understanding objects by merging some non-distinct image domains from the training patterns. Image describer contains expert knowledge to extract appropriate behaviors of the identified image patterns through the efficient dynamic image segmentation algorithm. The novel dynamic image segmentation algorithm is directly applied to explore recognitions of remote sensing images, where it can quickly choice the proper partition number of interesting image patterns area and determine their associated central positions. Due to the specific image intensity appropriately represent in the form of 3D description, an approximation object was dynamically generated with the image partition phase and merging stage to find appropriate 3D image describer. This 3D image describer explicitly presents its feature in diverse maps. Finally, the classification problems of three remote sensing images in computer simulations compared with both k-means and Fuzzy c-means (FCMs) methods. The measurement of misclassification error (ME) is selected to present the great results in various remote sensing images segmentation by the designed algorithm.
引用
收藏
页码:9723 / 9743
页数:21
相关论文
共 50 条
  • [31] Dynamic Multicontext Segmentation of Remote Sensing Images Based on Convolutional Networks
    Nogueira, Keiller
    Dalla Mura, Mauro
    Chanussot, Jocelyn
    Schwartz, William Robson
    dos Santos, Jefersson Alex
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 57 (10): : 7503 - 7520
  • [32] 3D sculpture technology innovation based on image segmentation algorithm
    Zhang, Xincheng
    Ge, Chunyu
    SOFT COMPUTING, 2023,
  • [33] Research on pavement segmentation algorithm of high resolution remote sensing image
    Wang, Yuzhen
    Li, Jinhui
    Wang, Xinyuan
    JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2019, 19 : S299 - S305
  • [34] Study on a novel unsupervised algorithm for remote-sensing image segmentation
    Zheng, Wei
    Kang, Gewen
    Chen, Wufan
    Liu, Qiang
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2009, 30 (01): : 213 - 218
  • [35] A Watermarking Algorithm for Remote Sensing Image Based on DFT and Watermarking Segmentation
    Li Li-li
    Sun Jin-guang
    MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 2504 - +
  • [36] Multiscale Remote Sensing Image Fusion Algorithm Based on Variational Segmentation
    Qin F.-Q.
    Wang L.-F.
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2020, 48 (06): : 1084 - 1090
  • [37] A Hybrid PSO-ISODATA Algorithm for remote sensing image segmentation
    Ma Cai-hong
    Dai Qin
    Liu Shi-Bin
    2012 INTERNATIONAL CONFERENCE ON INDUSTRIAL CONTROL AND ELECTRONICS ENGINEERING (ICICEE), 2012, : 1371 - 1375
  • [38] Improved fast mean shift algorithm for remote sensing image segmentation
    Zhou, Jia-Xiang
    Li, Zhi-Wei
    Fan, Chong
    IET IMAGE PROCESSING, 2015, 9 (05) : 389 - 394
  • [39] Research on Gridding algorithm of Remote Sensing Image Segmentation by Region Growth
    Zhu, Hongchun
    Liu, Haiying
    Jiang, Tao
    MATERIAL SCIENCE, CIVIL ENGINEERING AND ARCHITECTURE SCIENCE, MECHANICAL ENGINEERING AND MANUFACTURING TECHNOLOGY II, 2014, 651-653 : 2189 - 2192
  • [40] An Adaptively Polygonal Simplification Algorithm for Remote Sensing Image Segmentation Contours
    Liu, Jianhua
    Yang, Zhaoying
    Cai, Guoyin
    Wang, Ronghua
    Du, Mingyi
    INTERNATIONAL CONFERENCE ON REMOTE SENSING AND WIRELESS COMMUNICATIONS (RSWC 2014), 2014, : 306 - 320