دورية أكاديمية

Comparison of feature based segmentation of full polarimetric SAR satellite sea ice images with manually drawn ice charts

التفاصيل البيبلوغرافية
العنوان: Comparison of feature based segmentation of full polarimetric SAR satellite sea ice images with manually drawn ice charts
المؤلفون: M. -A. N. Moen, A. P. Doulgeris, S. N. Anfinsen, A. H. H. Renner, N. Hughes, S. Gerland, T. Eltoft
المصدر: The Cryosphere, Vol 7, Iss 6, Pp 1693-1705 (2013)
بيانات النشر: Copernicus Publications, 2013.
سنة النشر: 2013
المجموعة: LCC:Environmental sciences
LCC:Geology
مصطلحات موضوعية: Environmental sciences, GE1-350, Geology, QE1-996.5
الوصف: In this paper we investigate the performance of an algorithm for automatic segmentation of full polarimetric, synthetic aperture radar (SAR) sea ice scenes. The algorithm uses statistical and polarimetric properties of the backscattered radar signals to segment the SAR image into a specified number of classes. This number was determined in advance from visual inspection of the SAR image and by available in situ measurements. The segmentation result was then compared to ice charts drawn by ice service analysts. The comparison revealed big discrepancies between the charts of the analysts, and between the manual and the automatic segmentations. In the succeeding analysis, the automatic segmentation chart was labeled into ice types by sea ice experts, and the SAR features used in the segmentation were interpreted in terms of physical sea ice properties. Utilizing polarimetric information in sea ice charting will increase the efficiency and exactness of the maps. The number of classes used in the segmentation has shown to be of significant importance. Thus, studies of automatic and robust estimation of the number of ice classes in SAR sea ice scenes will be highly relevant for future work.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 1994-0416
1994-0424
1693-2013
Relation: http://www.the-cryosphere.net/7/1693/2013/tc-7-1693-2013.pdf; https://doaj.org/toc/1994-0416; https://doaj.org/toc/1994-0424
DOI: 10.5194/tc-7-1693-2013
URL الوصول: https://doaj.org/article/762996b01e324c608ef42aac5a26fb67
رقم الأكسشن: edsdoj.762996b01e324c608ef42aac5a26fb67
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:19940416
19940424
16932013
DOI:10.5194/tc-7-1693-2013