Estimation of number and diameter of apple fruits in an orchard during the growing season by thermal imaging

被引:145
作者
Stajnko, D
Lakota, M
Hoevar, M
机构
[1] Univ Maribor, Fac Agr, SLO-2000 Maribor, Slovenia
[2] Univ Ljubljana, Fac Mech Engn, Ljubljana 1000, Slovenia
关键词
thermography; image analysis; apples; yields; diameters;
D O I
10.1016/S0168-1699(03)00086-3
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
A new method for estimating the number of apple fruits and measuring their diameter in the orchard was developed and tested. A thermal camera captured images of apple trees five times during the vegetation period June-September 2001. Each time 120 images of twenty apple trees were recorded late in the afternoon to achieve a temperature gradient between fruits and their background. Recorded images were processed using several image processing algorithms. Correlation coefficients R-2 from 0.83 to 0.88 were established between the manually measured fruit number and the estimated number based on a fruit detection algorithm. According to fruit development and the established growing curve, the value of the correlation coefficient, R-2, increased during the ripening period. For measuring the fruit's diameter values of R-2 between 0.68 and 0.70 were established. These slightly increased according to the fruit's colour and size development during the ripening period. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:31 / 42
页数:12
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