Title :
Automatic coral island segmentation based on region-based multi-phase level set method: A case study on Pattle Island, South China Sea
Author :
Minxi Zhou ; Yongxue Liu ; Saishuai Zhao ; Jie Jiang ; Yuewei Duan ; Manchun Li
Author_Institution :
Dept. of Geographic Inf. Sci., Nanjing Univ., Nanjing, China
Abstract :
Remote sensing provides an effective way to observe and monitor coral islands with shallow coral reefs worldwide, to characterize inter-reef structural differences, and to map intra-reef zonation. Nowadays, although types of high and moderate resolution remote sensing data become various, the existing feature extraction methods are mainly confined in data-driven classification field. To maintain spatial-continuity of features, this paper applies a model-driven, multi-phase level set method (MPLSM) for specific circle-structured coral island segmentation based on CBERS-02B CCD multi-spectral image. The fundament of multi-phase level set method is to establish local cluster criterions to control level set evolution. Experiment shows that: (1) MPLSM segmentation avoids topology error and contour omission problems compared to classic Chan-Vese piece constant model; (2) MPLSM is robust to contour initialization so as to improve level set automation; (3) MPLSM cannot handle with the diffusive boundary and areas seriously influenced by mixed-pixel effect, but can ensure level set convergence.
Keywords :
geophysical image processing; image classification; image segmentation; oceanographic regions; oceanographic techniques; remote sensing; CBERS-02B CCD multispectral image; MPLSM segmentation; PattIe Island; South China sea; automatic Coral Island segmentation; classic Chan-Vese piece constant model; contour omission problems; data-driven classification field; diffusive boundary; feature extraction methods; inter-reef structural; intra-reef zonation; multiphase level set method; region-based multiphase level set method; remote sensing; shallow coral reefs; specific circle-structured coral island segmentation; topology error; Bismuth; Image resolution; Image segmentation; Optical imaging; Optical sensors; Periodic structures; Satellites; CBERS 02B; coral island; level set; remote sensing;
Conference_Titel :
Geoinformatics (GeoInformatics), 2014 22nd International Conference on
Conference_Location :
Kaohsiung
DOI :
10.1109/GEOINFORMATICS.2014.6950811