Fruit image segmentation based on a novel watershed algorithm

被引:0
|
作者
Zhu, H [1 ]
Liu, WY
机构
[1] Tianjin Univ, Coll Precis Instrument & Optoelect Eng, Tianjin 300072, Peoples R China
[2] Tianjin Univ, Minist Educ, Key Lab Optoelect Informat & Tech Sci, Tianjin 300072, Peoples R China
关键词
watershed segmentation; multi-scale gradient operator; structuring element; machine vision; catchment basin; geodesic distance; geodesic influence zone; SKIZ; dilation; construction cell;
D O I
10.1117/12.668316
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Previous research about automatic vision systems applied to fruit imaging segmentation fails. Watershed transformation is a powerful morphological tool for image segmentation. However, the performance of segmentation methods based on watershed depends largely on gradient of the image. It's not perfect to segment object with single-scale gradient. In this paper we present a multi-scale algorithm for computing morphological gradient images, after this transformation, there exists a strict causality between gradient watershed under different scales of geodesic reconstruction. The results demonstrate the superior performance of the watershed segmentation over the conventional techniques.
引用
收藏
页数:6
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