Detecting and measuring fine roots in minirhizotron images using matched filtering and local entropy thresholding

被引:17
作者
Zeng, Guang
Birchfield, Stanley T.
Wells, Christina E.
机构
[1] Clemson Univ, Dept Elect & Comp Engn, Clemson, SC 29634 USA
[2] Clemson Univ, Dept Hort, Clemson, SC 29634 USA
关键词
root detection; minirhizotron images; matched filtering; thresholding; AdaBoost; Freeman algorithm;
D O I
10.1007/s00138-006-0024-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An approach to automate the extraction and measurement of roots in minirhizotron images is presented. Two-dimensional matched filtering is followed by local entropy thresholding to produce binarized images from which roots are detected. After applying a root classifier to discriminate fine roots from unwanted background objects, a root labeling method is implemented to identify each root in the image. Once a root is detected, its length and diameter are measured using Dijkstra's algorithm for obtaining the central curve and the Kimura-Kikuchi-Yamasaki method for measuring the length of the digitized path. Experimental results from a collection of peach (Prunus persica) root images demonstrate the effectiveness of the approach.
引用
收藏
页码:265 / 278
页数:14
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