DocumentCode
1708805
Title
Implementation of starfruit maturity classification algorithm on embedded system
Author
Amirulah, R. ; Mokji, M.M. ; Ibrahim, Z.
Author_Institution
Fac. of Electr. Eng., Comput. Vision, Video & Image Process. (CvviP), Univ. Teknol. Malaysia, Skudai, Malaysia
Volume
1
fYear
2010
Abstract
This paper presents an implementation of starfruit maturity classification algorithm in an embedded real-time system. In order to do classification for the starfruit, the maturity of the starfruit is classified based on new color feature, which is the hue between 2 color component of red and green denoted as C. Field Programmable Gates Array (FPGA) is selected to be the main processor of the system. Not only because of the capability of parallel execution on the algorithm, the FPGA is chosen also because of its low power consumption. The acquisition device for the system is a CMOS camera, which immune to high noise and static low power. From the CMOS camera, the image is transferred into the FPGA through ITU-R 656 Decoder. With YCbCr 4:2:2 color system, firstly the system will segment the starfruit image in order to remove the background. Next, index maturity classification is performed. In this work, classification accuracy of 90% was achieved. The index result is shown at Liquid Crystal Display (LCD).
Keywords
CMOS logic circuits; agricultural products; cameras; decoding; embedded systems; field programmable gate arrays; food products; image classification; image colour analysis; image segmentation; liquid crystal displays; production engineering computing; CMOS camera; ITU-R 656 decoder; YCbCr 4:2:2 color system; color feature; embedded real time system; field programmable gate array; index maturity classification; liquid crystal display; parallel execution; power consumption; starfruit image segmentation; starfruit maturity classification algorithm; Algorithm design and analysis; Classification algorithms; Field programmable gate arrays; Image color analysis; Indexes; Pixel; Signal processing algorithms; CMOS; Color features; FPGA; ITU-R 656 Decoder; LCD; Real-time system; YCbCr;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Systems (ICSPS), 2010 2nd International Conference on
Conference_Location
Dalian
Print_ISBN
978-1-4244-6892-8
Electronic_ISBN
978-1-4244-6893-5
Type
conf
DOI
10.1109/ICSPS.2010.5555248
Filename
5555248
Link To Document