Performance analysis of color matching technique for teeth classification based on color histogram

Justiawan and Riyanto Sigit and Zainal Arief and Dian Agustin Wahjuningrum (2017) Performance analysis of color matching technique for teeth classification based on color histogram. Journal of Dentomaxillofacial Science, 2 (2). pp. 95-99. ISSN 2503-0817

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Abstract

Objective: Color matching technique is one of the requirement in clinical dentistry. Using dental shade selection can help the dentist to determine the suitable color for the patients during fabrication of prosthesis. However the lack of dentists’ knowledge in color science due to many kinds of shade guide becomes a problem in the field of dentistry. So color matching technique by using digital images are feasible solution when suitable color features have been properly manipulated. Material and Methods: Separating the color features of digital images into RGB and HSV feature spaces are the first step of this system. Due to many features in this step, it requires some classifier algorithm according to the shade type of teeth. In this paper, we proposed color teeth classification for dental shade selection using DT, NN and K-nearest neighbors algorithm based on color histogram feature spaces. Results: The result showed that on using the KNN algorithm it achieved 96.67% in learning process and 90% in testing process which had error level (0.183). Conclusion: It proves that our proposed system have high similarity in color matching according to the learning and testing process

Item Type: Article
Uncontrolled Keywords: Color matching, Dental shade selection, Decision tree, Neural network and K-nearest neighbors
Subjects: R Medicine
R Medicine > RK Dentistry
Divisions: 02. Fakultas Kedokteran Gigi > Concervative
Creators:
CreatorsNIM
JustiawanUNSPECIFIED
Riyanto SigitUNSPECIFIED
Zainal AriefUNSPECIFIED
Dian Agustin WahjuningrumNIDN0020087102
Depositing User: Rudy Febiyanto
Date Deposited: 04 May 2020 02:31
Last Modified: 04 May 2020 02:31
URI: http://repository.unair.ac.id/id/eprint/95239
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