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Publications:Detecting P. minimum cells in phytoplankton images
Abstract <p>This article is concerned with de<p>This article is concerned with detection of objects in phytoplankton images, especially objects representing one invasive species-Prorocentrum minimum (P. minimum), - which is known to cause harmful blooms in many estuarine and coastal environments. A new technique, combining phase congruency-based detection of circular objects, stochastic optimization, and image segmentation was developed for solving the task. The developed algorithms were tested using 114 images of 1280x960 pixels size recorded by a colour camera. There were 2088 objects representing P. minimum cells in the images in total. The algorithms were able to detect 93,25% of the objects. The results are rather encouraging and may be applied for future development of the algorithms aimed at automated classification of objects into classes representing different phytoplankton species.</p>different phytoplankton species.</p>
Author Adas Gelzinis + , Antanas Verikas + , Marija Bacauskiene + , Irina Olenina + , Sergej Olenin +
Conference The 6th international conference on Electrical and Control Technologies ECT 2011, May 5-6, 2011, Kaunas, Lithuania
Diva http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:436821
EndPage 66  +
HostPublication Electrical and Control Technologies : proceedings of the 6th international conference on Electrical and Control Technologies ECT 2011 / Kaunas University of Technology, IFAC Committee of National Lithuanian Organisation  +
PublicationType Conference Paper  +
Publisher Kaunas University of Technology, Lithuania  +
Series Electrical and Control Technologies ; 2011  +
StartPage 61  +
Title Detecting P. minimum cells in phytoplankton images  +
Year 2011  +
Has queryThis property is a special property in this wiki. Publications:Detecting P. minimum cells in phytoplankton images + , Publications:Detecting P. minimum cells in phytoplankton images + , Publications:Detecting P. minimum cells in phytoplankton images + , Publications:Detecting P. minimum cells in phytoplankton images + , Publications:Detecting P. minimum cells in phytoplankton images + , Publications:Detecting P. minimum cells in phytoplankton images + , Publications:Detecting P. minimum cells in phytoplankton images + , Publications:Detecting P. minimum cells in phytoplankton images + , Publications:Detecting P. minimum cells in phytoplankton images + , Publications:Detecting P. minimum cells in phytoplankton images +
Categories Publication  +
Modification dateThis property is a special property in this wiki. 30 September 2016 20:42:19  +
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