An efficient two-objective automatic SAR image segmentation framework using artificial immune system

Dongdong Yang; Ruican Niu; Rong Fei; Qiaoyong Jiang; Hongye Li; Zijian Cao

doi:10.1117/12.2205836

14 December 2015 An efficient two-objective automatic SAR image segmentation framework using artificial immune system

Dongdong Yang, Ruican Niu, Rong Fei, Qiaoyong Jiang, Hongye Li, Zijian Cao

Proceedings Volume 9815, MIPPR 2015: Remote Sensing Image Processing, Geographic Information Systems, and Other Applications; 981502 (2015) https://doi.org/10.1117/12.2205836
Event: Ninth International Symposium on Multispectral Image Processing and Pattern Recognition (MIPPR2015), 2015, Enshi, China

Abstract

Here, an efficient multi-objective automatic segmentation framework (MASF) is formulated and applied to synthetic aperture radar (SAR) image unsupervised classification. In the framework, three important issues are presented: 1) two reasonable image preprocessing techniques, including spatial filtering and watershed operator, are discussed at the initial stage of the framework; 2)then, an efficient immune multi-objective optimization algorithm with uniform clone, adaptive selection by online nondominated solutions, and dynamic deletion in diversity maintenance is proposed; 3 two very simple, but very efficient conflicting clustering validity indices are incorporated into the framework and simultaneously optimized. Two simulated SAR data and two complicated real images are used to quantitatively validate its effectiveness. In addition, four other state-of-the-art image segmentation methods are employed for comparison.

Citation Download Citation

Dongdong Yang, Ruican Niu, Rong Fei, Qiaoyong Jiang, Hongye Li, and Zijian Cao "An efficient two-objective automatic SAR image segmentation framework using artificial immune system", Proc. SPIE 9815, MIPPR 2015: Remote Sensing Image Processing, Geographic Information Systems, and Other Applications, 981502 (14 December 2015); https://doi.org/10.1117/12.2205836

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KEYWORDS

Image segmentation

Synthetic aperture radar

Image processing algorithms and systems

Evolutionary algorithms

Image classification

Optimization (mathematics)

Speckle

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