| Paper Abstract and Keywords |
| Presentation |
2023-06-04 11:00
A study of feature extraction methods for clusters in image classification using deep metric learning
-- Visualization of features using factor information common to clusters --
Haruya Tanaka, Chanjin Seo, Jun Ohya (Waseda Univ.), Hiroyuki Ogata (Seikei Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, the running population has been increasing, and demand for coaching systems for amateur runners is expected to increase. Since each individual has a different goal and body shape, it is necessary to provide more personalized coaching, which requires quantitative evaluation of the characteristics of individual movements. As a first step, this paper examines a method for extracting and showing characteristic shapes common to clusters from still image data of common footwear using deep metric learning. In our experiments, we were able to show the common characteristic shapes for the entire cluster based on the common features in the set according to the distance from the cluster center. The application of the experimental results to running behavior is discussed. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
deep metric learning / coaching system / running / / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 47, pp. 55-58, June 2023. |
| Paper # |
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| Date of Issue |
2023-05-27 (AIT) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
IIEEJ AIT |
| Conference Date |
2023-06-03 - 2023-06-04 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
TOKYO CITY UNIVERSITY |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
IIEEJ |
| Conference Code |
2023-06-IIEEJ-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A study of feature extraction methods for clusters in image classification using deep metric learning |
| Sub Title (in English) |
Visualization of features using factor information common to clusters |
| Keyword(1) |
deep metric learning |
| Keyword(2) |
coaching system |
| Keyword(3) |
running |
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| 1st Author's Name |
Haruya Tanaka |
| 1st Author's Affiliation |
Waseda University (Waseda Univ.) |
| 2nd Author's Name |
Chanjin Seo |
| 2nd Author's Affiliation |
Waseda University (Waseda Univ.) |
| 3rd Author's Name |
Jun Ohya |
| 3rd Author's Affiliation |
Waseda University (Waseda Univ.) |
| 4th Author's Name |
Hiroyuki Ogata |
| 4th Author's Affiliation |
Seikei University (Seikei Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2023-06-04 11:00:00 |
| Presentation Time |
20 minutes |
| Registration for |
IIEEJ |
| Paper # |
AIT2023-138 |
| Volume (vol) |
vol.47 |
| Number (no) |
no.16 |
| Page |
pp.55-58 |
| #Pages |
4 |
| Date of Issue |
2023-05-27 (AIT) |