Automatic segmentation of granules of the solar photosphere using morphological reconstruction and watershed transform | |
Feng, Song1,2; Xu Z(徐稚)3![]() ![]() | |
会议录名称 | Proceedings - 2013 6th International Conference on Intelligent Networks and Intelligent Systems, ICINIS 2013 |
2013 | |
页码 | 300-303 |
DOI | 10.1109/ICINIS.2013.84 |
会议录编者/会议主办者 | Zhu, H; Eguchi, K; Wu, J |
产权排序 | 第3完成单位 |
收录类别 | EI ; CPCI |
会议名称 | 6th International Conference on Intelligent Networks and Intelligent Systems (ICINIS) |
会议日期 | 2013-11-01 |
会议地点 | Shenyang Inst Engn, Shenyang, PEOPLES R CHINA |
会议赞助商 | Intelligent Networks & Syst Soc; Inst Elect & Elect Engineers; Chinese Acad Sci & Technol Japan; Japanese Neural Network Soc; WSEAS Japan Chapter Intelligence & Informat; IEEE Comp Soc; WSEAS Chinese Chapter Adv Design & Manfacture |
关键词 | Granules Morphological Reconstruction Image Processing Otsu's Method Watershed Transform |
摘要 | The solar surface is covered by granulations. Segmenting granular elements are playing an important role in analyzing granules motions and evolutions. In this paper, we present a novel method, using morphological reconstruction and watershed transform, to segment granules in the solar photosphere. First a morphological filtering of opening-by-reconstruction and closing-by-reconstruction is used to eliminate image noise. Next, the Otsu technique is implemented to obtain an adaptive threshold. Finally, we computed the watershed transform of the distance transform of the internal marker image to obtain optimal segmentation results. The proposed segmentation method is evaluated utilizing their area and their shape. Our method yields more accurate segmentation results than the watershed method, implying that it can be to further analyze such as granular evolution or their statistical properties. |
资助项目 | National Natural Science Foundation of China[11163004] ; National Natural Science Foundation of China[11263004] ; National Natural Science Foundation of China[11303011] ; Open Research Program of Key Laboratory of Solar Activity of Chinese Academy of Sciences[KLSA201309] ; open fund of the Key Laboratory of Modern Astronomy and Astrophysics (Nanjing University), Ministry of Education, China |
项目资助者 | National Natural Science Foundation of China ; Open Research Program of Key Laboratory of Solar Activity of Chinese Academy of Sciences ; open fund of the Key Laboratory of Modern Astronomy and Astrophysics (Nanjing University), Ministry of Education, China |
语种 | 英语 |
学科领域 | 计算机科学技术 |
文章类型 | Proceedings Paper |
出版者 | IEEE |
出版地 | 345 E 47TH ST, NEW YORK, NY 10017 USA |
ISBN号 | 978-1-4799-2808-8 |
URL | 查看原文 |
WOS记录号 | WOS:000345841800078 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Hardware & Architecture ; Computer Science, Information Systems |
关键词[WOS] | Granulation ; Algorithm ; Fields |
EI入藏号 | 20143718147597 |
EI主题词 | Image Segmentation |
EI分类号 | 444.1surface Water - 723.4artificial Intelligence - 802.3chemical Operations |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.ynao.ac.cn/handle/114a53/4864 |
专题 | 抚仙湖太阳观测和研究基地 |
通讯作者 | Feng, Song |
作者单位 | 1.Yunnan Key Laboratory of Computer Technology Application / Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China; 2.Key Laboratory of Solar Activity, National Astronomical Observatories, Chinese Academy of Sciences, Beijing, China 3.Yunnan Astronomical Observatory, National Astronomical Observatories, Chinese Academy of Sciences, Kunming, China 4.Key Laboratory of Modern Astronomy and Astrophysics, Nanjing University, Ministry of Education, Nanjing, China |
推荐引用方式 GB/T 7714 | Feng, Song,Xu Z,Deng LH,et al. Automatic segmentation of granules of the solar photosphere using morphological reconstruction and watershed transform[C]//Zhu, H; Eguchi, K; Wu, J. 345 E 47TH ST, NEW YORK, NY 10017 USA:IEEE,2013:300-303. |
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