Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images

Adem, Kemal; HEKİM, Mahmut; CÖMERT, Onur

Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images

Onur CÖMERT, (Gaziosmanpaşa University, Faculty of Engineering, Mechatronics Engineering)

Mahmut HEKİM, (Gaziosmanpaşa University, Faculty of Engineering, Electrical and Electronics Engineering)

Kemal ADEM (3 Gaziosmanpaşa University, Department of Informatics)

Uluslararası Mühendislik Araştırma ve Geliştirme Dergisi

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Yıl: 2017 Cilt: 9 Sayı: 3 Sayfa Aralığı: 147 - 154 Metin Dili: İngilizce İndeks Tarihi: 29-07-2022

Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images

Öz:

Classification of table fruits according to size is traditionally hand made. But human factors are the cause of faulty classifications. Automatically performing this process with the machines is important in terms of speeding up the process, reducing costs, and minimizing errors. In this study, weight and diameter estimations were made on "Starking" type apples using image processing techniques. Firstly 50 photographs were taken with NIR camera and 830nm long pass filter. Afterwards, edge detection algorithms and morphological operations were performed on the images to obtain the boundaries of the images. Diameter and area information obtained from the binary image were used as attributes. These attributes were given as input to Linear Regression method and estimated. As a result, 93% of the diameters of the apples and 96.5% of the weights could be estimated

Anahtar Kelime:

Belge Türü: Makale Makale Türü: Araştırma Makalesi Erişim Türü: Erişime Açık

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APA	CÖMERT O, HEKİM M, Adem K (2017). Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images. , 147 - 154.
Chicago	CÖMERT Onur,HEKİM Mahmut,Adem Kemal Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images. (2017): 147 - 154.
MLA	CÖMERT Onur,HEKİM Mahmut,Adem Kemal Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images. , 2017, ss.147 - 154.
AMA	CÖMERT O,HEKİM M,Adem K Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images. . 2017; 147 - 154.
Vancouver	CÖMERT O,HEKİM M,Adem K Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images. . 2017; 147 - 154.
IEEE	CÖMERT O,HEKİM M,Adem K "Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images." , ss.147 - 154, 2017.
ISNAD	CÖMERT, Onur vd. "Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images". (2017), 147-154.

APA	CÖMERT O, HEKİM M, Adem K (2017). Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images. Uluslararası Mühendislik Araştırma ve Geliştirme Dergisi, 9(3), 147 - 154.
Chicago	CÖMERT Onur,HEKİM Mahmut,Adem Kemal Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images. Uluslararası Mühendislik Araştırma ve Geliştirme Dergisi 9, no.3 (2017): 147 - 154.
MLA	CÖMERT Onur,HEKİM Mahmut,Adem Kemal Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images. Uluslararası Mühendislik Araştırma ve Geliştirme Dergisi, vol.9, no.3, 2017, ss.147 - 154.
AMA	CÖMERT O,HEKİM M,Adem K Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images. Uluslararası Mühendislik Araştırma ve Geliştirme Dergisi. 2017; 9(3): 147 - 154.
Vancouver	CÖMERT O,HEKİM M,Adem K Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images. Uluslararası Mühendislik Araştırma ve Geliştirme Dergisi. 2017; 9(3): 147 - 154.
IEEE	CÖMERT O,HEKİM M,Adem K "Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images." Uluslararası Mühendislik Araştırma ve Geliştirme Dergisi, 9, ss.147 - 154, 2017.
ISNAD	CÖMERT, Onur vd. "Weight and Diameter Estimation Using Image Processing and Machine Learning Techniques on Apple Images". Uluslararası Mühendislik Araştırma ve Geliştirme Dergisi 9/3 (2017), 147-154.