Sumatra Traditional Food Image Classification Using Classical Machine Learning

被引:1
作者
Fahira, Puteri Khatya [1 ]
Wibisono, Ari [1 ]
Wisesa, Hanif Arief [1 ]
Rahmadhani, Zulia Putri [1 ]
Mursanto, Petrus [1 ]
Nurhadiyatna, Adi [2 ]
机构
[1] Univ Indonesia, Fac Comp Sci, Depok, Indonesia
[2] Univ Zagreb, Fac Engn & Comp, Zagreb, Croatia
来源
2019 3RD INTERNATIONAL CONFERENCE ON INFORMATICS AND COMPUTATIONAL SCIENCES (ICICOS 2019) | 2019年
关键词
classical machine learning; traditional food; food security; feature extractions; histograms; Gabor features;
D O I
10.1109/icicos48119.2019.8982447
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Indonesia is a country rich in culture.One of Indonesia's culturaldiversity is on traditional foods. Traditional food not only has a role in the cultural aspect, but also has an influence on biodiversity. Unfortunately, the current diet of people endangers the existence of traditional foods, which indirectly will also affect Indonesia's food security. Indonesia Local Food Database is one solution proposed to prevent this problem, where the database will play a role to monitor food systems in Indonesia. In this research, database development will focus on collecting data for Sumatra traditionalfood, and also building a model for image classification which will later become one of the main features of the database. Some features like color and texture are extracted from the image. These features are used for classification using 5 classical machine learning models. Evaluation results show performance that as good as deep learning approach.
引用
收藏
页数:5
相关论文
共 24 条
[1]  
Abedy H, 2018, INT CONF ICT KNOWL, P7
[2]   Modeling Sustainable Food Systems [J].
Allen, Thomas ;
Prosperi, Paolo .
ENVIRONMENTAL MANAGEMENT, 2016, 57 (05) :956-975
[3]  
Asmara RA, 2017, 2017 INTERNATIONAL CONFERENCE ON SUSTAINABLE INFORMATION ENGINEERING AND TECHNOLOGY (SIET), P57, DOI 10.1109/SIET.2017.8304109
[4]  
Barre L., 2016, Journal of Nutrition Education and Behavior, V48, pS52, DOI 10.1016/j.jneb.2016.04.141
[5]  
Bossard L, 2014, LECT NOTES COMPUT SC, V8694, P446, DOI 10.1007/978-3-319-10599-4_29
[6]  
Daugman, 1993, IEEE T PAMI, V25
[7]  
FAO, 2019, FAO NEWS ART FOOD DI
[8]  
Haidar A, 2012, IV INTERNATIONAL CONGRESS ON ULTRA MODERN TELECOMMUNICATIONS AND CONTROL SYSTEMS 2012 (ICUMT), P357, DOI 10.1109/ICUMT.2012.6459693
[9]   The Minang Entrepreneur Characteristic [J].
Hastuti, Primajati Candra ;
Thoyib, Armanu ;
Troena, Eka Afnan ;
Setiawan, Margono .
2ND GLOBAL CONFERENCE ON BUSINESS AND SOCIAL SCIENCES (GCBSS-2015) ON MULTIDISCIPLINARY PERSPECTIVES ON MANAGEMENT AND SOCIETY, 2015, 211 :819-826
[10]  
He Y, 2014, IEEE IMAGE PROC, P2744, DOI 10.1109/ICIP.2014.7025555