| Presentation | 2016-03-25 A preliminary study on interactive segmentation of pancreases from abdominal CT by use of Graph Cut with Homography transformed probabilistic atlases Takenobu Suzuki, Hotaka Takizawa, Hiroyuki Kudou, Toshiyuki Okada, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a method of interactive segmentation of pancreases from abdominal CT images based on the anatomical knowledge of medical doctors as well as the statistical information of pancreases. This method is composed of two phases: training and testing. In the training phase, pancreas regions are manually extracted from sample CT images, and then a probabilistic atlas of pancreases is constructed. In the testing phase, a medical doctor selects seed voxels for a pancreas and background in a test image. The probabilistic atlas is transformed by using a Homography matrix so that the transformed atlas and the seeds are fitted as much as possible. The graph cut technique whose data term is weighted by the probabilistic atlas is applied to the test image. This doctor-in-the-loop segmentation method is applied to actual abdominal CT images, and experimental results are shown. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | abdominal CT image / pancreas / interactive organ segmentation / probabilistic atlas / graph cut |
| Paper # | BioX2015-58,PRMU2015-181 |
| Date of Issue | 2016-03-17 (BioX, PRMU) |
| Conference Information | |
| Committee | PRMU / BioX |
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| Conference Date | 2016/3/24(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Eisaku Maeda(NTT) / Masakatsu Nishigaki(Shizuoka Univ.) |
| Vice Chair | Shuji Senda(NEC) / Seiichi Uchida(Kyushu Univ.) / Kazuhiko Sumi(Aoyama Gakuin Univ.) / Akira Otsuka(AIST) |
| Secretary | Shuji Senda(Mie Univ.) / Seiichi Uchida(DENSO IT Lab.) / Kazuhiko Sumi(Toyama Pref. Univ.) / Akira Otsuka(NEC) |
| Assistant | Kazuaki Kondo(Kyoto Univ.) / Akisato Kimura(NTT) / Tetsushi Ohki(AIST) / Nobuyuki Nishiuchi(Tokyo Metropolitan Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Biometrics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A preliminary study on interactive segmentation of pancreases from abdominal CT by use of Graph Cut with Homography transformed probabilistic atlases |
| Sub Title (in English) | |
| Keyword(1) | abdominal CT image |
| Keyword(2) | pancreas |
| Keyword(3) | interactive organ segmentation |
| Keyword(4) | probabilistic atlas |
| Keyword(5) | graph cut |
| 1st Author's Name | Takenobu Suzuki |
| 1st Author's Affiliation | University of Tsukuba(Univ. Tsukuba) |
| 2nd Author's Name | Hotaka Takizawa |
| 2nd Author's Affiliation | University of Tsukuba(Univ. Tsukuba) |
| 3rd Author's Name | Hiroyuki Kudou |
| 3rd Author's Affiliation | University of Tsukuba(Univ. Tsukuba) |
| 4th Author's Name | Toshiyuki Okada |
| 4th Author's Affiliation | University of Tsukuba(Univ. Tsukuba) |
| Date | 2016-03-25 |
| Paper # | BioX2015-58,PRMU2015-181 |
| Volume (vol) | vol.115 |
| Number (no) | BioX-516,PRMU-517 |
| Page | pp.pp.93-97(BioX), pp.93-97(PRMU), |
| #Pages | 5 |
| Date of Issue | 2016-03-17 (BioX, PRMU) |