SHAPE-CONSTRAINED SEGMENTATION APPROACH FOR ARCTIC MULTIYEAR SEA ICE FLOE ANALYSIS

被引:3
|
作者
Tarabalka, Yuliya [1 ]
Brucker, Ludovic [1 ]
Ivanoff, Alvaro [1 ]
Tilton, James C. [1 ]
机构
[1] INRIA, AYIN Team, F-06902 Sophia Antipolis, France
关键词
Classification; segmentation; region merging; multiyear sea ice floes; shape analysis;
D O I
10.1109/IGARSS.2012.6352499
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The melting of sea ice is correlated to increases in sea surface temperature and associated climatic changes. Therefore, it is important to investigate how rapidly sea ice floes melt. For this purpose, a new TempoSeg method for multitemporal segmentation of multiyear ice floes is proposed. The microwave radiometer is used to track the position of an ice floe. Then, a time series of MODIS images are created with the ice floe in the image center. A TempoSeg method is performed to segment these images into two regions: Floe and Background. First, morphological feature extraction is applied. Then, the central image pixel is marked as Floe, and shape-constrained best merge region growing is performed. The resulting two-region map is post-filtered by applying morphological operators. We have successfully tested our method on a set of MODIS images and estimated the area of a sea ice floe as a function of time.
引用
收藏
页码:4958 / 4961
页数:4
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