| Paper Abstract and Keywords |
| Presentation |
2024-10-03 15:10
A New Calcification Region Detector for Dental Panoramic Radiographs
Sota Nakano, Mitsuji Muneyasu, Soh Yoshida, Akira Asano (Kansai Univ.), Nanae Dewake, Nobuo Yoshinari (Matsumoto Dental Univ.), Keiichi Uchida (Matsumoto Dental Univ. Hospital) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Calcification regions are sometimes observed in carotid arteries on dental panoramic radiographs and are expected to be detected as a sign of atherosclerosis. For this purpose, a detector that combines a segmentation model and a discriminator in series and its training method have been proposed. Although this method has achieved a significant improvement in accuracy compared to previous methods, it has not yet been sufficiently explored from the viewpoint of computational complexity. In this paper, we propose a new detector that outperforms the previous method in terms of both computational complexity and identification accuracy. The proposed detector uses TransFuse as the segmentation model and ResNet-10 as the discriminator. We show that the proposed method can significantly reduce the number of parameters while improving detection performance by applying it to actual data and evaluating it. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
dental panoramic radiograph / vascular disease / deep learning / semantic segmentation / discriminator / / / |
| Reference Info. |
ITE Tech. Rep. |
| Paper # |
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| Date of Issue |
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| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
IEICE-SIS BCT |
| Conference Date |
2024-10-03 - 2024-10-04 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokusei Gakuen Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
IEICE-SIS |
| Conference Code |
2024-10-SIS-BCT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A New Calcification Region Detector for Dental Panoramic Radiographs |
| Sub Title (in English) |
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| Keyword(1) |
dental panoramic radiograph |
| Keyword(2) |
vascular disease |
| Keyword(3) |
deep learning |
| Keyword(4) |
semantic segmentation |
| Keyword(5) |
discriminator |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Sota Nakano |
| 1st Author's Affiliation |
Kansai University (Kansai Univ.) |
| 2nd Author's Name |
Mitsuji Muneyasu |
| 2nd Author's Affiliation |
Kansai University (Kansai Univ.) |
| 3rd Author's Name |
Soh Yoshida |
| 3rd Author's Affiliation |
Kansai University (Kansai Univ.) |
| 4th Author's Name |
Akira Asano |
| 4th Author's Affiliation |
Kansai University (Kansai Univ.) |
| 5th Author's Name |
Nanae Dewake |
| 5th Author's Affiliation |
Matsumoto Dental University (Matsumoto Dental Univ.) |
| 6th Author's Name |
Nobuo Yoshinari |
| 6th Author's Affiliation |
Matsumoto Dental University (Matsumoto Dental Univ.) |
| 7th Author's Name |
Keiichi Uchida |
| 7th Author's Affiliation |
Matsumoto Dental University Hospital (Matsumoto Dental Univ. Hospital) |
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| Speaker |
Author-1 |
| Date Time |
2024-10-03 15:10:00 |
| Presentation Time |
20 minutes |
| Registration for |
IEICE-SIS |
| Paper # |
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| Volume (vol) |
vol.48 |
| Number (no) |
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| Page |
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| Date of Issue |
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