Aesthetic Evaluation of Food Plate Images using Deep Learning

被引:0
作者
Mikhailava, Veranika [1 ]
Pyshkin, Evgeny [1 ]
Klyuev, Vitaly [1 ]
机构
[1] Univ Aizu, Software Engn Lab, Aizu Wakamatsu, Fukushima, Japan
来源
2020 22ND INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY (ICACT): DIGITAL SECURITY GLOBAL AGENDA FOR SAFE SOCIETY! | 2020年
基金
日本学术振兴会;
关键词
image aesthetics; evaluating food plates; aesthetic assessment; deep learning; aesthetic scoring;
D O I
10.23919/icact48636.2020.9061216
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper contributes to the experiments on using machine learning algorithms for image aesthetic evaluation, with particular focus on food plate image evaluation. Such an evaluation may be beneficial for professional and amateur cuisine makers, restaurant critiques, photographers, and travelers. We use a convolutional neural network at the training and recognition stages. The proof-of-concept experiments are arranged using our marked dataset of food plate images. Earth Mover's Distance algorithm is used for process validation. The analysis of results shows that the trained system predicts food image aesthetic value conforming to the collected human expert evaluations with good quality.
引用
收藏
页码:285 / 289
页数:5
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