| Presentation | 2019-01-22 Segmentation of lung nodules on 3D CT images by using DeconvNet and V-Net Shunsuke Kidera, Shoji Kido, Yasushi Hirano, Nobuyuki Tanaka, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Semantic segmentation of lung nodules is important for texture analysis． However， manual segmentation needs a lot of time because the number of slices in CT images are huge． In this study， we segmented lung nodules on 3D CT images by use of DeconvNet and V-Net． In our experiment， we compared the performance of two loss functions named Cross Entropy and Dice Loss． The best performance in our study was 0.810±0.014 of dice index by using V-Net and Dice Loss． |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | lung nodule / Deep learning / Segmentation / 3D CT images |
| Paper # | MI2018-85 |
| Date of Issue | 2019-01-15 (MI) |
| Conference Information | |
| Committee | MI |
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| Conference Date | 2019/1/22(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical Image Engineering, Analysis, Recognition, etc. |
| Chair | Kensaku Mori(Nagoya Univ.) |
| Vice Chair | Yoshiki Kawata(Tokushima Univ.) / Yuichi Kimura(Kinki Univ.) |
| Secretary | Yoshiki Kawata(Aichi Inst. of Tech.) / Yuichi Kimura(Nagoya Inst. of Tech.) |
| Assistant | Ryo Haraguchi(Univ. of Hyogo) / Yasushi Hirano(Yamaguchi Univ.) |
| Paper Information | |
| Registration To | Medical Imaging |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Segmentation of lung nodules on 3D CT images by using DeconvNet and V-Net |
| Sub Title (in English) | |
| Keyword(1) | lung nodule |
| Keyword(2) | Deep learning |
| Keyword(3) | Segmentation |
| Keyword(4) | 3D CT images |
| 1st Author's Name | Shunsuke Kidera |
| 1st Author's Affiliation | Yamaguchi University(Yamaguchi Univ.) |
| 2nd Author's Name | Shoji Kido |
| 2nd Author's Affiliation | Yamaguchi University(Yamaguchi Univ.) |
| 3rd Author's Name | Yasushi Hirano |
| 3rd Author's Affiliation | Yamaguchi University(Yamaguchi Univ.) |
| 4th Author's Name | Nobuyuki Tanaka |
| 4th Author's Affiliation | Saiseikai Yamaguchi General Hospital(Saiseikai Hosp) |
| Date | 2019-01-22 |
| Paper # | MI2018-85 |
| Volume (vol) | vol.118 |
| Number (no) | MI-412 |
| Page | pp.pp.103-106(MI), |
| #Pages | 4 |
| Date of Issue | 2019-01-15 (MI) |