کد مقاله کد نشریه سال انتشار مقاله انگلیسی ترجمه فارسی نسخه تمام متن
4662879 1345203 2015 11 صفحه PDF ندارد دانلود رایگان
عنوان انگلیسی مقاله
Automatic grape bunch detection in vineyards with an SVM classifier
ترجمه فارسی عنوان
تشخیص خودکار دسته انگور در تاکستان با طبقه بندی SVM
کلمات کلیدی
تشخیص دسته؛ پردازش تصویر؛ محاسبه با هزینه پایین؛ کشت دقیق انگور ؛ عملکرد برآورد؛ نرم افزار درست
Bunch detection; Image processing; Low cost computation; Precision viticulture; Yield estimation; Field application
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات منطق ریاضی
چکیده انگلیسی

Precise yield estimation in vineyards using image processing techniques has only been demonstrated conceptually on a small scale. Expanding this scale requires significant computational power where, by necessity, only small parts of the images of vines contain useful features. This paper introduces an image processing algorithm combining colour and texture information and the use of a support vector machine, to accelerate fruit detection by isolating and counting bunches in images. Experiments carried out on two varieties of red grapes (Shiraz and Cabernet Sauvignon) demonstrate an accuracy of 88.0% and recall of 91.6%. This method is also shown to remove the restriction on the field of view and background which plagued existing methods and is a first step towards precise and reliable yield estimation on a large scale.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Applied Logic - Volume 13, Issue 4, Part 3, December 2015, Pages 643–653
نویسندگان
, ,