Paper Abstract and Keywords |
Presentation |
2019-09-04 13:50
[Poster Presentation]
A study of feature extraction in machine learning for image recognition of fruits and flowers Eisuke Fukuyama, Yuki Hoshino, Gakuto Komazawa, Takuya Shindo, Takefumi Hiraguri (NIT) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In modern agriculture, the technology in which machines carry out farm work instead of human has been developed. However, the work based on human vision, tactile sense and experience is still required. The purpose of this study is to implement these sensory and empirical work methods by machine learning. Machine learning is an attempt to realize human learning on computers, and many application methods have been studied and developed.In this paper, as one of the efforts to realize the work based on the mechanism of CNN and the human vision, tactile sense and experience by the machine learning, the discrimination experiment of tomato fruit and flower is carried out using CNN, and features quantity and technique effective for the image recognition are examined. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Machine learning / Image recognition / CNN / Identification / / / / |
Reference Info. |
IEICE Tech. Rep. |
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Conference Information |
Committee |
CQ |
Conference Date |
2019-09-04 - 2019-09-05 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Inter-University Seminar House |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
The 3rd Communication Quality Student Workshop |
Paper Information |
Registration To |
CQ |
Conference Code |
2019-09-CQ |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A study of feature extraction in machine learning for image recognition of fruits and flowers |
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Machine learning |
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Image recognition |
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CNN |
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Identification |
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1st Author's Name |
Eisuke Fukuyama |
1st Author's Affiliation |
Nippon Institute of Technology (NIT) |
2nd Author's Name |
Yuki Hoshino |
2nd Author's Affiliation |
Nippon Institute of Technology (NIT) |
3rd Author's Name |
Gakuto Komazawa |
3rd Author's Affiliation |
Nippon Institute of Technology (NIT) |
4th Author's Name |
Takuya Shindo |
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Nippon Institute of Technology (NIT) |
5th Author's Name |
Takefumi Hiraguri |
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Nippon Institute of Technology (NIT) |
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Speaker |
Author-1 |
Date Time |
2019-09-04 13:50:00 |
Presentation Time |
60 minutes |
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CQ |
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