| Paper Abstract and Keywords |
| Presentation |
2021-03-05 14:05
[Short Paper]
Fault determination of electric motor coil by YOLO-v3 with Attention
Mizuki Kato (Ritsumeikan Univ Grad), Yutaro Iwamoto (Ritsumeikan Univ), Toshitaka Sugimoto, Toru Aiba (Kusatsu Electric), Yen-Wei Chen (Ritsumeikan Univ) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Object detection has been widely applied to the visual inspection of factory products. However, since the detection model needs to be improved depending on the object and the problem setting, it is necessary to fine-tune the parameters of the model and introduce new feature extractors. The purpose of this study is to automatically detect defective electric motor coils using an object detection method. We introduce the Attention mechanism to the existing object detection method YOLO-v3 with the aim of highlighting the location information of the defective part in the image. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Object detection / Electric motor coil segmentation / YOLO-v3 / Attention / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 45, no. 7, HI2021-7, pp. 25-26, March 2021. |
| Paper # |
HI2021-7 |
| Date of Issue |
2021-02-26 (HI) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
HI |
| Conference Date |
2021-03-05 - 2021-03-05 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
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| Paper Information |
| Registration To |
HI |
| Conference Code |
2021-03-HI |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Fault determination of electric motor coil by YOLO-v3 with Attention |
| Sub Title (in English) |
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| Keyword(1) |
Object detection |
| Keyword(2) |
Electric motor coil segmentation |
| Keyword(3) |
YOLO-v3 |
| Keyword(4) |
Attention |
| Keyword(5) |
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| 1st Author's Name |
Mizuki Kato |
| 1st Author's Affiliation |
Ritsumeikan University Graduate School (Ritsumeikan Univ Grad) |
| 2nd Author's Name |
Yutaro Iwamoto |
| 2nd Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ) |
| 3rd Author's Name |
Toshitaka Sugimoto |
| 3rd Author's Affiliation |
Kusatsu Electric Company Limited (Kusatsu Electric) |
| 4th Author's Name |
Toru Aiba |
| 4th Author's Affiliation |
Kusatsu Electric Company Limited (Kusatsu Electric) |
| 5th Author's Name |
Yen-Wei Chen |
| 5th Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ) |
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| Speaker |
Author-1 |
| Date Time |
2021-03-05 14:05:00 |
| Presentation Time |
25 minutes |
| Registration for |
HI |
| Paper # |
HI2021-7 |
| Volume (vol) |
vol.45 |
| Number (no) |
no.7 |
| Page |
pp.25-26 |
| #Pages |
2 |
| Date of Issue |
2021-02-26 (HI) |