Image Processing Method for Automatic Discrimination of Hoverfly Species

المؤلفون المشاركون

Culibrk, Dubravko
Crnojević, Vladimir
Panić, Marko
Brkljač, Branko
Ačanski, Jelena
Vujić, Ante

المصدر

Mathematical Problems in Engineering

العدد

المجلد 2014، العدد 2014 (31 ديسمبر/كانون الأول 2014)، ص ص. 1-12، 12ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2014-12-30

دولة النشر

مصر

عدد الصفحات

12

التخصصات الرئيسية

هندسة مدنية

الملخص EN

An approach to automatic hoverfly species discrimination based on detection and extraction of vein junctions in wing venation patterns of insects is presented in the paper.

The dataset used in our experiments consists of high resolution microscopic wing images of several hoverfly species collected over a relatively long period of time at different geographic locations.

Junctions are detected using the combination of the well known HOG (histograms of oriented gradients) and the robust version of recently proposed CLBP (complete local binary pattern).

These features are used to train an SVM classifier to detect junctions in wing images.

Once the junctions are identified they are used to extract statistics characterizing the constellations of these points.

Such simple features can be used to automatically discriminate four selected hoverfly species with polynomial kernel SVM and achieve high classification accuracy.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Crnojević, Vladimir& Panić, Marko& Brkljač, Branko& Culibrk, Dubravko& Ačanski, Jelena& Vujić, Ante. 2014. Image Processing Method for Automatic Discrimination of Hoverfly Species. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-1046587

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Crnojević, Vladimir…[et al.]. Image Processing Method for Automatic Discrimination of Hoverfly Species. Mathematical Problems in Engineering No. 2014 (2014), pp.1-12.
https://search.emarefa.net/detail/BIM-1046587

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Crnojević, Vladimir& Panić, Marko& Brkljač, Branko& Culibrk, Dubravko& Ačanski, Jelena& Vujić, Ante. Image Processing Method for Automatic Discrimination of Hoverfly Species. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-1046587

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1046587