| Paper Abstract and Keywords |
| Presentation |
2023-06-04 10:20
A Study on Pattern Recognition of Upper Body Clothes Using MediaPipePose
Kouki Maeda, Youngha Chang, Nobuhiko Mukai (TCU) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, there are many studies that focuses on human region extraction and attribute recognition in images and videos. In clothing attribute recognition, there are many researches attempting to recognize the types and colors of clothing, as well as pattern recognition as one of the attributes in multi-task classification. However, the accuracy of pattern recognition is still low. Nevertheless, pattern information is considered an important attribute since it is frequently used in clothing descriptions, as well as type and color. Therefore, this study proposes a recognition system of the pattern of upper-body clothing using deep learning. Our approach involves extracting the upper body clothing area from an image using MediaPipePose, followed by classification into five pattern categories utilizing a trained VGG16 model through transfer learning. We have performed the evaluation and confirmed that the average recognition rate achieved over 90%. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
pattern recognition / deep learning / fashion recognition / transfer learning / attribute recognition / / / |
| Reference Info. |
ITE Tech. Rep., vol. 47, no. 16, AIT2023-136, pp. 47-50, June 2023. |
| Paper # |
AIT2023-136 |
| 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 |
AIT |
| 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 on Pattern Recognition of Upper Body Clothes Using MediaPipePose |
| Sub Title (in English) |
|
| Keyword(1) |
pattern recognition |
| Keyword(2) |
deep learning |
| Keyword(3) |
fashion recognition |
| Keyword(4) |
transfer learning |
| Keyword(5) |
attribute recognition |
| Keyword(6) |
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| 1st Author's Name |
Kouki Maeda |
| 1st Author's Affiliation |
Tokyo City University (TCU) |
| 2nd Author's Name |
Youngha Chang |
| 2nd Author's Affiliation |
Tokyo City University (TCU) |
| 3rd Author's Name |
Nobuhiko Mukai |
| 3rd Author's Affiliation |
Tokyo City University (TCU) |
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| Speaker |
Author-1 |
| Date Time |
2023-06-04 10:20:00 |
| Presentation Time |
20 minutes |
| Registration for |
AIT |
| Paper # |
AIT2023-136 |
| Volume (vol) |
vol.47 |
| Number (no) |
no.16 |
| Page |
pp.47-50 |
| #Pages |
4 |
| Date of Issue |
2023-05-27 (AIT) |
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