| Presentation | 2021-08-27 [Short Paper] Region extraction and mass estimation of kidneys from Ai-CT Yasushi Hirano, Remi Yamashita, Shoji Kido, Kunihiro Inai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Autopsy imaging (Ai) is an examination method for investigating the cause of death and estimating the postmortem time. Since the weight of organs may reflect disease or pathological condition, it is useful information for investigating the cause of death. Generally, it is necessary to dissect bodies for to measuring the weight of organs, but it is difficult to obtain weight data because of low rate of dissection in Japan. In order to solve this problem, in this study, we developed a method to extract kidney regions from postmortem CT images and estimate the kidney weight from the obtained CT numbers in the kidney regions using the deep learning. As a result of evaluating accuracy of the extracted kidney region by the Dice coefficient, 0.726 ± 0.066 was obtained. The correlation coefficient between the estimated and actual kidney weights was 0.70 and an absolute error of kidney weight was 53.43[g]. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Kidney region / V-Net / Segmentation / Autopsy imaging |
| Paper # | MI2021-24 |
| Date of Issue | 2021-08-20 (MI) |
| Conference Information | |
| Committee | MI |
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| Conference Date | 2021/8/27(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical imaging |
| 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 | Hotaka Takizawa(Tsukuba 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) | [Short Paper] Region extraction and mass estimation of kidneys from Ai-CT |
| Sub Title (in English) | |
| Keyword(1) | Kidney region |
| Keyword(2) | V-Net |
| Keyword(3) | Segmentation |
| Keyword(4) | Autopsy imaging |
| 1st Author's Name | Yasushi Hirano |
| 1st Author's Affiliation | Yamaguchi University(Yamaguchi Univ.) |
| 2nd Author's Name | Remi Yamashita |
| 2nd Author's Affiliation | Yamaguchi University(Yamaguchi Univ.) |
| 3rd Author's Name | Shoji Kido |
| 3rd Author's Affiliation | Osaka University(Osaka Univ.) |
| 4th Author's Name | Kunihiro Inai |
| 4th Author's Affiliation | University of Fukui(Univ. of Fukui) |
| Date | 2021-08-27 |
| Paper # | MI2021-24 |
| Volume (vol) | vol.121 |
| Number (no) | MI-164 |
| Page | pp.pp.10-11(MI), |
| #Pages | 2 |
| Date of Issue | 2021-08-20 (MI) |