detection of lettuce and cabbage from images taken under different lighting conditions using an elliptic thresholding

نویسندگان

محسن مهدیانی

آموخته کارشناسی ارشد رضا طباطبایی کلور

دانشیار گروه مکانیک ماشین های کشاورزی دانشگاه علوم کشاورزی و منابع طبیعی ساری محمودرضا گلزاریان

استادیار گروه مکانیک ماشین های کشاورزی دانشگاه فردوسی مشهد

چکیده

variations in lighting are a problem for visual systems. in the current research, a new thresholding method using a 3d euclidian elliptical surface was defined and applied for plant detection purposes. the results showed that this method had lower type i error, type ii error, total error and mean square error compared with those of conventional segmentation methods. the method was evaluated for detection of cabbage and lettuce from images. the results showed the proposed method located cabbages in the images with 85.26% accuracy. when the proposed method was combined with image-based shape features it identified lettuce from the images at 66.67% accuracy.

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عنوان ژورنال:
تحقیقات مهندسی کشاورزی

جلد ۱۵، شماره ۴، صفحات ۱۳-۲۶

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