Presentation | 2021-01-22 [Short Paper] Basic examination about wiring status judgment of switchboard by image recognition Keishi Nishimoto, Takeshi Hirama, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In the manufacturing industry, especially in the field of wiring work, the shortage of workers is an issue, and even beginner need to suppress erroneous work such as wiring mistakes and work omissions. There is a need for a work support system that constantly monitors work, detects wiring mistakes and work omissions, and presents them to workers as needed. When developing the system, we conducted a basic research on how accurate the work status can be recognized when image recognition processing is used to recognize the work status. As a result, the combination of VGG11 and adam, and VGG16 and Momentum had the highest accuracy rate, with an accuracy of 98.66%. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Machine learning / ResNet / VGG / Wiring work / Work status recognition |
Paper # | MVE2020-40 |
Date of Issue | 2021-01-14 (MVE) |
Conference Information | |
Committee | MVE / IPSJ-CVIM |
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Conference Date | 2021/1/21(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Online |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Masayuki Ihara(NTT) |
Vice Chair | Kiyoshi Kiyokawa(NAIST) |
Secretary | Kiyoshi Kiyokawa(Oosaka Inst. of Tech.) / (NTT) |
Assistant | Naoya Isoyama(NAIST) / Takenori Hara(DNP) / Mitsuhiro Goto(NTT) |
Paper Information | |
Registration To | Technical Committee on Media Experience and Virtual Environment / Special Interest Group on Computer Vision and Image Media |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | [Short Paper] Basic examination about wiring status judgment of switchboard by image recognition |
Sub Title (in English) | |
Keyword(1) | Machine learning |
Keyword(2) | ResNet |
Keyword(3) | VGG |
Keyword(4) | Wiring work |
Keyword(5) | Work status recognition |
1st Author's Name | Keishi Nishimoto |
1st Author's Affiliation | Industrial Technology Innovation Center Of Ibaraki Prefecture(itic.pref.ibaraki.jp) |
2nd Author's Name | Takeshi Hirama |
2nd Author's Affiliation | Industrial Technology Innovation Center Of Ibaraki Prefecture(itic.pref.ibaraki.jp) |
Date | 2021-01-22 |
Paper # | MVE2020-40 |
Volume (vol) | vol.120 |
Number (no) | MVE-319 |
Page | pp.pp.45-46(MVE), |
#Pages | 2 |
Date of Issue | 2021-01-14 (MVE) |