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Paper Information

Journal:   INTERNATIONAL JOURNAL OF AGRICULTURAL MANAGEMENT AND DEVELOPMENT (IJAMAD)   JUNE 2016 , Volume 6 , Number 2; Page(s) 181 To 192.
 
Paper: 

ACCURATE FRUITS FAULT DETECTION IN AGRICULTURAL PRODUCTS USING AN EFFICIENT ALGORITHM

 
 
Author(s):  SABERKARI HAMIDREZA*
 
* DEPARTMENT OF ELECTRICAL ENGINEERING, RASHT BRANCH, ISLAMIC AZAD UNIVERSITY, RASHT, IRAN
 
Abstract: 

The main purpose of this paper was to introduce an efficient algorithm for fault identification in fruits images. First, input image was de-noised using the combination of Block Matching and 3D filtering (BM3D) and Principle Component Analysis (PCA) model. Afterward, in order to reduce the size of images and increase the execution speed, refined Discrete Cosine Transform (DCT) algorithm was utilized. Finally, for segmentation, fuzzy clustering algorithm with spatial information was applied on the compressed image. Implementation results in MATLAB environment and based on the gathered data showed that the proposed algorithm contains a good capability in de-noising. Also, in the proposed method, identification accuracy of faulty regions in fruit was higher than other methods. The major advantage of the proposed method was its high speed which makes it appropriate for real time applications.

 
Keyword(s): FAULT, DCT TRANSFORM, NOISE, IMAGE PROCESSING
 
 
References: 
 
Citations: 
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APA: Copy

SABERKARI, H. (2016). ACCURATE FRUITS FAULT DETECTION IN AGRICULTURAL PRODUCTS USING AN EFFICIENT ALGORITHM. INTERNATIONAL JOURNAL OF AGRICULTURAL MANAGEMENT AND DEVELOPMENT (IJAMAD), 6(2), 181-192. https://www.sid.ir/en/journal/ViewPaper.aspx?id=510454



Vancouver: Copy

SABERKARI HAMIDREZA. ACCURATE FRUITS FAULT DETECTION IN AGRICULTURAL PRODUCTS USING AN EFFICIENT ALGORITHM. INTERNATIONAL JOURNAL OF AGRICULTURAL MANAGEMENT AND DEVELOPMENT (IJAMAD). 2016 [cited 2021July29];6(2):181-192. Available from: https://www.sid.ir/en/journal/ViewPaper.aspx?id=510454



IEEE: Copy

SABERKARI, H., 2016. ACCURATE FRUITS FAULT DETECTION IN AGRICULTURAL PRODUCTS USING AN EFFICIENT ALGORITHM. INTERNATIONAL JOURNAL OF AGRICULTURAL MANAGEMENT AND DEVELOPMENT (IJAMAD), [online] 6(2), pp.181-192. Available: https://www.sid.ir/en/journal/ViewPaper.aspx?id=510454.



 
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