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http://dx.doi.org/10.6109/jkiice.2012.16.2.331

Enhancing Red Tide Image Recognition using NMF and Image Revision  

Park, Sun (목포대학교 정보산업연구소)
Lee, Seong-Ro (목포대학교 정보전자공학과)
Publication Information
Journal of the Korea Institute of Information and Communication Engineering / v.16, no.2, 2012 , pp. 331-336 More about this Journal
Abstract
Red tide is a temporary natural phenomenon involving harmful algal blooms (HABs) in company with a changing sea color from normal to red or reddish brown, and which has a bad influence on coast environments and sea ecosystems. The HABs have inflicted massive mortality on fin fish and shellfish, damaging the economies of fisheries for almost every year from 1990 in South Korea. There have been many studies on red tide due to increasing damage from red tide on fishing and aquaculture industry. However, internal study of automatic red tide image classification is not enough. Especially, extraction of matching center features for recognizing algae image object is difficult because over 200 species of algae in the world have a different size and features. Previously studies used a few type of red tide algae for image classification. In this paper, we proposed the red tide image recognition method using NMF and revison of rotation angle for enhancing of recognition of red tide algae image.
Keywords
red tide algae; image recognition; NMF; rotation angle revision;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
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1 T. Jiang, C. Wang, B. Wang, J. Xie, N. Jiao, T. Luo, "Real-time Red Tide Alge Classification Uing Bayes Classifier and SVM", In proceeding of International Conference on Bioinformatics and Biomedical Engineering (ICBBE), pp.2888-2891, May 2008.
2 박선, 이성로, 박석천, 임향섭, 신준우, 권장우, "주성분분석을 이용한 적조생물 영상 인식, 제35회 정보처리학회 춘계대회, 2011.   과학기술학회마을
3 박선, 이성로, "의미특징을 이용한 적조생물 인식", 대한전자공학회논문지, 9월 게제예정, 2011.
4 D. D. Lee, H. S. Seung, "Learning the parts of objects by non-negative matrix factorization," Nature, vol. 401, pp.788-791, 1999.   DOI   ScienceOn
5 R. C. Gonzalez, R. E. Woods, S. L. Eddins, "Digital Image Processing Using MATLAB", New Jersey, Prentice Hall, 2003.
6 구글 이미지 검색 "http://www.google.com/imghp?hl=ko", 2011.
7 국립수산과학원 적조정보 홈페이지 http://portal.nfrdi.re.kr/redtide/index.jsp, 2011년.
8 B. C. Kim, H. W. Kang, Y. H. Kim, "Measurement of Algae Population for Red-Tide Prediction", SICE-ICASE Internation Joint Conference, pp.4684-4687, 2006.
9 T. Jiang, C. Wang, B. Wang, J. Xie, N. Jia, T. Luo, "Real-time Red Tide Algae Recognition using SVM and SVDD", In proceeding of International Conference on Intelligent Computing and Intelligent System (ICIS), pp.602-606, Oct. 2010.
10 X. Lili, J. Tao, X. Jiozhen, Z. Shaoping, "Red Tide Algae Classification Using SVM-SNP and Semi-supervised FCM", In proceeding of International Conference on Education Technology and Computer (ICETC), pp.389-392, Jun. 2010.