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All Journal AGRISAINS: Jurnal Ilmiah Magister Agribisnis Jurnal Pengabdian Masyarakat Bhinneka Journal of Data Mining and Information Systems Jurnal Pengabdian Sosial Jurnal Pengabdian Masyarakat Mentari Indonesian Journal of Sustainable Agriculture and Environmental Sciences Jurnal Agri Smart Deli Sumatera
Insandi, Arief Muhazir
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Religion Agriculture, Biological Sciences & Forestry Biochemistry, Genetics & Molecular Biology Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Environmental Science Law, Crime, Criminology & Criminal Justice Public Health Social Sciences Other

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Journal : Journal of Data Mining and Information Systems

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Color Space Influence on Photosynthetic Pigment Measurement Accuracy Using CNN in Color Constancy Harefa, Ade May Luky; Insandi, Arief Muhazir
JDMIS: Journal of Data Mining and Information Systems Vol. 3 No. 1 (2025): February 2025
Publisher : Yayasan Pendidikan Penelitian Pengabdian Algero

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/jdmis.v3i1.4064

Abstract

This study aims to design a plant pigment measurement system using digital images and deep learning, incorporating various color spaces including RGB, HSV, LAB, and YCbCr. The proposed method serves as a faster, more cost-effective, and accurate alternative to traditional methods such as spectrophotometric analysis and HPLC. Experimental results indicate that the choice of color space and inpaint preprocessing settings significantly impacts the accuracy of the CNN P3Net model. The combination of RGB+YCbCr with inpaint and RGB+LAB without inpaint yielded the lowest validation MAE values. The study also demonstrates that color constancy phenomena influence model accuracy, with color spaces that account for this phenomenon, such as RGB+YCbCr with inpaint, providing better accuracy than those that do not.
Co-Authors Harefa, Ade May Luky Krisna Rendi Awalludin Kuswardhani, Retna Astuti Mhd.Buhari Sibuea Siburian, Friska Tampe Tuah Malem Ginting Tobing, Surya Sevi Wijayanna Lumban