DocumentCode :
3447034
Title :
Detection of the pomegranate fruits on tree using image processing
Author :
Akin, Cihan ; Kirci, Murvet ; Gunes, Ece Olcay ; Cakir, Yuksel
Author_Institution :
Electr. & Electron. Fac., Istanbul Tech. Univ., Istanbul, Turkey
fYear :
2012
fDate :
2-4 Aug. 2012
Firstpage :
1
Lastpage :
4
Abstract :
In this study a method is proposed for detect pomegranate fruits on the tree and find the number of overall pomegranates using near camera images obtained from the stations established the groves. The pomegranate has significant red color, so a color-based method is applied for to detect the fruits on the tree. Color alone cannot provide a sufficiently robust algorithm for the detection of the pomegranate. Therefore a robust detection strategy will need to incorporate other properties of the pomegranate than just color. Pomegranate in general tends to have a round shape, where as tree branches and leaves tend to have more straight or pointed shapes. Looking for round objects can be a simple way to detect fruit. The fruit segmentation based on machine vision contains some problems (lighting and occlusion). In the proposed method these problems are also examined.
Keywords :
agricultural products; computer vision; feature extraction; geophysical image processing; image colour analysis; image segmentation; object detection; vegetation; color-based method; fruit segmentation; image processing; lighting; machine vision; near camera image; occlusion; pointed shape; pomegranate fruit detection; red color; robust detection strategy; round objects; round shape; straight shape; tree branch; tree leaves; Agriculture; Cameras; Image color analysis; Indexes; Lighting; Robustness; Shape; color-based method; fruit detection; pomegranate; shape-based method;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Agro-Geoinformatics (Agro-Geoinformatics), 2012 First International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4673-2495-3
Electronic_ISBN :
978-1-4673-2494-6
Type :
conf
DOI :
10.1109/Agro-Geoinformatics.2012.6311724
Filename :
6311724
Link To Document :
بازگشت