| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2017-10-20 11:20 Estimating the attractiveness of a food photo using a Convolutional Neural Network Akinori Sato (Nagoya Univ.), Keisuke Doman (Chukyo Univ.), Takatsugu Hirayama, Ichiro Ide, Yasutomo Kawanishi, Daisuke Deguchi, Hiroshi Murase (Nagoya Univ.)  MVE2017-32 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | We have previously proposed a method for estimating the attractiveness of a food photo in order to assist a user to shoot attractive food photos. In this method, image features were extracted from food photos with attractiveness scores, and the attractiveness score of an input food photo was estimated in a regression framework. In this report, we describe the result of constructing an attractiveness estimator using a convolutional neural network (CNN) as a new approach to this method. Specifically, CNNs which transfer-learned each of the pre-trained models of VGG16, ResNet50 and Inception-v3 is constructed and used as an attractiveness estimator. From the results compared with the previous method, we confirmed that the attractiveness estimator based on the VGG16 pre-trained model was effective. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Food photo / shooting support / attractiveness / convolutional neural networks / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 117, no. 252, MVE2017-32, pp. 107-111, Oct. 2017. | |
| Paper # | MVE2017-32 | |
| Date of Issue | 2017-10-12 (MVE) | |
| ISSN | Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | MVE2017-32 |
|
| Conference Information | |
| Committee | MVE |
| Conference Date | 2017-10-19 - 2017-10-20 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | KitamiInstitute of Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | MVE |
| Conference Code | 2017-10-MVE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Estimating the attractiveness of a food photo using a Convolutional Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Food photo |
| Keyword(2) | shooting support |
| Keyword(3) | attractiveness |
| Keyword(4) | convolutional neural networks |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Akinori Sato |
| 1st Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 2nd Author's Name | Keisuke Doman |
| 2nd Author's Affiliation | Chukyo University (Chukyo Univ.) |
| 3rd Author's Name | Takatsugu Hirayama |
| 3rd Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 4th Author's Name | Ichiro Ide |
| 4th Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 5th Author's Name | Yasutomo Kawanishi |
| 5th Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 6th Author's Name | Daisuke Deguchi |
| 6th Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 7th Author's Name | Hiroshi Murase |
| 7th Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 8th Author's Name | |
| 8th Author's Affiliation | () |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2017-10-20 11:20:00 |
| Presentation Time | 25 minutes |
| Registration for | MVE |
| Paper # | MVE2017-32 |
| Volume (vol) | vol.117 |
| Number (no) | no.252 |
| Page | pp.107-111 |
| #Pages | 5 |
| Date of Issue | 2017-10-12 (MVE) |
[Return to Top Page]