| Presentation | 2022-07-09 Disease segmentation of 3D diagnostic images Tetsuya Asakawa, Riku Tsuneda, Yuki Sugimoto, Kazuki Shimizu, Takuyuki Komoda, Masaki Aono, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Disease detection from medical images reinforce the judgment of doctors and medical engineers, and is expected to play an active role as a second opinion. Therefore, we detected the disease using the object detection model (Yolo V3 tiny, Yolo V3, Yolo V5) using the CLEF2022 Medical Tuberculosis Detection dataset. However, existing trained models do not have a label to detect the disease. Therefore, we created a labeling learning model and conducted experiments. As a result, high accuracy was achieved with mAP of 95% in Yolo v5. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Computed Tomography / Tuberculosis / Deep Learning / Disease Detection |
| Paper # | MI2022-47 |
| Date of Issue | 2022-07-01 (MI) |
| Conference Information | |
| Committee | MI |
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| Conference Date | 2022/7/8(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical imaging, recoginition, etc. |
| Chair | Hidekata Hontani(Nagoya Inst. of Tech.) |
| Vice Chair | Hideaki Haneishi(Chiba Univ.) / Takayuki Kitasaka(Aichi Inst. of Tech.) |
| Secretary | Hideaki Haneishi(Yamaguchi Univ.) / Takayuki Kitasaka(Univ. of Hyogo) |
| Assistant | Takeshi Hara(Gifu Univ.) / Yoshito Otake(NAIST) |
| Paper Information | |
| Registration To | Technical Committee on Medical Imaging |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Disease segmentation of 3D diagnostic images |
| Sub Title (in English) | Disease detection using CT data |
| Keyword(1) | Computed Tomography |
| Keyword(2) | Tuberculosis |
| Keyword(3) | Deep Learning |
| Keyword(4) | Disease Detection |
| 1st Author's Name | Tetsuya Asakawa |
| 1st Author's Affiliation | Toyohashi University of Technology(TUT) |
| 2nd Author's Name | Riku Tsuneda |
| 2nd Author's Affiliation | Toyohashi University of Technology(TUT) |
| 3rd Author's Name | Yuki Sugimoto |
| 3rd Author's Affiliation | Toyohashi University of Technology(TUT) |
| 4th Author's Name | Kazuki Shimizu |
| 4th Author's Affiliation | Toyohashi Heart Center(THC) |
| 5th Author's Name | Takuyuki Komoda |
| 5th Author's Affiliation | Toyohashi Heart Center(THC) |
| 6th Author's Name | Masaki Aono |
| 6th Author's Affiliation | Toyohashi University of Technology(TUT) |
| Date | 2022-07-09 |
| Paper # | MI2022-47 |
| Volume (vol) | vol.122 |
| Number (no) | MI-98 |
| Page | pp.pp.56-60(MI), |
| #Pages | 5 |
| Date of Issue | 2022-07-01 (MI) |