Automated coronal hole segmentation from Solar EUV Images using the watershed transform

作者: Marcin Ciecholewski

DOI: 10.1016/J.JVCIR.2015.09.015

关键词: Region of interestMathematical morphologyCoronal holeImage segmentationSegmentationScale-space segmentationArtificial intelligenceComputer scienceCoronal planeSolar physicsComputer vision

摘要: After the seed is indicated, segmentation process progresses automatically.A new algorithm for merging regions into output mask of coronal hole.The average time a single hole 342ms.Based on experiments completed, Dice's index averages 89%.High accuracy results holes irregular shape. Region interest in solar images subject frequent research physics. This study outlines watershed by immersion to identify areas acquired using Extreme UV Imaging Telescope (EIT). Solutions presented here produce highly accurate shape, and what more, they do so representing varied activity, recorded different years months. In addition, solutions make all methods used operate very quickly. These include: preprocessing step before segmentation, itself, also postprocessing after segmentation. The mean duration entire amounts 342ms hole, without parallel implementation used. were carried out computer with an Intel Core i7 CPU @ 2GHz 4GB RAM. point identified inside runs automatically.

参考文章(50)
W. Otruba, A. Veronig, M. Messerotti, A. Hanslmeier, S. Gonzi, G. Brunner, M. Steinegger, M. Temmer, Automatic Image Processing in the Frame of a Solar Flare Alerting System Hvar Observatory Bulletin. ,vol. 24, pp. 195- ,(2000)
毓晋 章, Advances in image and video segmentation IRM Press. ,(2006)
M. Carmen Aranda, Carlos Caballero, Automatic Detection of Active Region on EUV Solar Images Using Fuzzy Clustering Computational Intelligence for Knowledge-Based Systems Design. pp. 69- 78 ,(2010) , 10.1007/978-3-642-14049-5_8
Thomas H. Cormen, Ronald L. Rivest, Charles E. Leiserson, Clifford Stein, Introduction to Algorithms, third edition ,(2009)
S. Zharkov, V. Zharkova, S. Ipson, A. Benkhalil, Automated Recognition of Sunspots on the SOHO/MDI White Light Solar Images international conference on knowledge-based and intelligent information and engineering systems. pp. 446- 452 ,(2004) , 10.1007/978-3-540-30134-9_60
Pierre Soille, Morphological Image Analysis: Principles and Applications Published in <b>2003</b> in Berlin etc] by Springer. ,(2003)
Navneet Dalal, Bill Triggs, Cordelia Schmid, Human detection using oriented histograms of flow and appearance european conference on computer vision. ,vol. 3952, pp. 428- 441 ,(2006) , 10.1007/11744047_33
Shankar R. Rao, Hossein Mobahi, Allen Y. Yang, S. Shankar Sastry, Yi Ma, Natural image segmentation with adaptive texture and boundary encoding asian conference on computer vision. pp. 135- 146 ,(2009) , 10.1007/978-3-642-12307-8_13
Jos B.T.M. Roerdink, Arnold Meijster, The watershed transform: definitions, algorithms and parallelization strategies Fundamenta Informaticae. ,vol. 41, pp. 187- 228 ,(2000) , 10.3233/FI-2000-411207