Cargando…
Coastline Detection with Gaofen-3 SAR Images Using an Improved FCM Method
The coastline detection is one of the main applications of the Gaofen-3 satellite in the ocean field. However, the capability of Gaofen-3 SAR image in coastline detection has not yet been validated. In this paper, two Gaofen-3 SAR images, acquired in 2016, were used to extract the coastlines of the...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6022086/ https://www.ncbi.nlm.nih.gov/pubmed/29891809 http://dx.doi.org/10.3390/s18061898 |
_version_ | 1783335602973835264 |
---|---|
author | An, Meng Sun, Qian Hu, Jun Tang, Yuqi Zhu, Ziwei |
author_facet | An, Meng Sun, Qian Hu, Jun Tang, Yuqi Zhu, Ziwei |
author_sort | An, Meng |
collection | PubMed |
description | The coastline detection is one of the main applications of the Gaofen-3 satellite in the ocean field. However, the capability of Gaofen-3 SAR image in coastline detection has not yet been validated. In this paper, two Gaofen-3 SAR images, acquired in 2016, were used to extract the coastlines of the regions of Bohai and Taihu in China, respectively. The classical Fuzzy C-means (FCM) method was used in the coastline detection, but had been improved by combining the Wavelet decomposition algorithm to better suppress the inherent speckle noises of SAR image. Coastline detection results obtained from two Sentinel-1 SAR images acquired on the same regions were compared with those of the Gaofen-3 images. By using the manually delineated coastlines as the standards in the qualitative evaluations, improvements of about 12.0%, 8.3%, 23.8%, and 9.4% can be achieved by the improved FCM method with respect to the indicators of mean, RMSE, PGSD, and P90%, respectively; demonstrating that the Gaofen-3 data is superior to the Sentinel-1 data in the detection of coastline. |
format | Online Article Text |
id | pubmed-6022086 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-60220862018-07-02 Coastline Detection with Gaofen-3 SAR Images Using an Improved FCM Method An, Meng Sun, Qian Hu, Jun Tang, Yuqi Zhu, Ziwei Sensors (Basel) Article The coastline detection is one of the main applications of the Gaofen-3 satellite in the ocean field. However, the capability of Gaofen-3 SAR image in coastline detection has not yet been validated. In this paper, two Gaofen-3 SAR images, acquired in 2016, were used to extract the coastlines of the regions of Bohai and Taihu in China, respectively. The classical Fuzzy C-means (FCM) method was used in the coastline detection, but had been improved by combining the Wavelet decomposition algorithm to better suppress the inherent speckle noises of SAR image. Coastline detection results obtained from two Sentinel-1 SAR images acquired on the same regions were compared with those of the Gaofen-3 images. By using the manually delineated coastlines as the standards in the qualitative evaluations, improvements of about 12.0%, 8.3%, 23.8%, and 9.4% can be achieved by the improved FCM method with respect to the indicators of mean, RMSE, PGSD, and P90%, respectively; demonstrating that the Gaofen-3 data is superior to the Sentinel-1 data in the detection of coastline. MDPI 2018-06-11 /pmc/articles/PMC6022086/ /pubmed/29891809 http://dx.doi.org/10.3390/s18061898 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article An, Meng Sun, Qian Hu, Jun Tang, Yuqi Zhu, Ziwei Coastline Detection with Gaofen-3 SAR Images Using an Improved FCM Method |
title | Coastline Detection with Gaofen-3 SAR Images Using an Improved FCM Method |
title_full | Coastline Detection with Gaofen-3 SAR Images Using an Improved FCM Method |
title_fullStr | Coastline Detection with Gaofen-3 SAR Images Using an Improved FCM Method |
title_full_unstemmed | Coastline Detection with Gaofen-3 SAR Images Using an Improved FCM Method |
title_short | Coastline Detection with Gaofen-3 SAR Images Using an Improved FCM Method |
title_sort | coastline detection with gaofen-3 sar images using an improved fcm method |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6022086/ https://www.ncbi.nlm.nih.gov/pubmed/29891809 http://dx.doi.org/10.3390/s18061898 |
work_keys_str_mv | AT anmeng coastlinedetectionwithgaofen3sarimagesusinganimprovedfcmmethod AT sunqian coastlinedetectionwithgaofen3sarimagesusinganimprovedfcmmethod AT hujun coastlinedetectionwithgaofen3sarimagesusinganimprovedfcmmethod AT tangyuqi coastlinedetectionwithgaofen3sarimagesusinganimprovedfcmmethod AT zhuziwei coastlinedetectionwithgaofen3sarimagesusinganimprovedfcmmethod |