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Automatic Cloud Detection for All-Sky Images Using Superpixel Segmentation

delete2015-02-01
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PRE
AI
S
Shuang Liu *
L
Linbo Zhang
Z
Zhong Zhang
C
Chunheng Wang
B
Baihua Xiao
DOI:10.1109/LGRS.2014.2341291delete
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摘要

摘要

En 中文
Cloud detection plays an essential role in meteorological research and has received considerable attention in recent years. However, this issue is particularly challenging due to the diverse characteristics of clouds. In this letter, a novel algorithm based on superpixel segmentation (SPS) is proposed for cloud detection. In our proposed strategy, a series of superpixels could be obtained adaptively by SPS algorithm according to the characteristics of clouds. We first calculate a local threshold for each superpixel and then determine a threshold matrix for the whole image. Finally, cloud can be detected by comparing with the obtained threshold matrix. Experimental results show that our proposed algorithm achieves better performance than the current cloud detection algorithms.
Keyword:
Cloud detection
superpixel segmentation (SPS)
threshold matrix
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期刊

IEEE Geoscience and Remote Sensing Magazine 封面图
IEEE Geoscience and Remote Sensing Magazine
IF:
16.4
论文数:
1.0W
被引数:
5.1K

机构

T
Tianjin Normal University
学者数:
4.6K
论文数: 3.2K
被引数: 4.2K
C
China Academy of Transportation Sciences
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223
论文数: 196
被引数: 248
C
chinese academy of sciences
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56.7W
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被引数: 704
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