کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
402424 676942 2012 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A new automatic identification system of insect images at the order level
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
A new automatic identification system of insect images at the order level
چکیده انگلیسی

A new automatic identification system has been designed to identify insect specimen images at the order level. Several relative features were designed according to the methods of digital image progressing, pattern recognition and the theory of taxonomy. Artificial neural networks (ANNs) and a support vector machine (SVM) are used as pattern recognition methods for the identification tests. During tests on nine common orders and sub-orders with an artificial neural network, the system performed with good stability and accuracy reached 93%. Results from tests using the support vector machine further improved accuracy. We also did tests on eight- and nine-orders with different features and based on these results we compare the advantages and disadvantages of our system and provide some advice for future research on insect image recognition.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Knowledge-Based Systems - Volume 33, September 2012, Pages 102–110
نویسندگان
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