| Presentation | 2011-05-20 Real-time Simulation for Stomach Deformation by Using Multiple Neural Networks Ken'ichi MOROOKA, Xian CHEN, Makoto HASHIZUME, Tsutomu HASEGAWA, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper presents a method for simulating the behavior of stomach with large-scale deformation. This simulator is generated by the real-time FEM-based analysis by using a neural network. There are various deformation patterns of hollow organs by changing both its shape and volume. In this case, one network can not learn the stomach deformation with a huge number of its deformation pattern. To overcome the problem, we propose a method of constructing the simulator composed of multiple neural networks by 1)partitioning a training dataset into several subsets, and 2)selecting the data included in each subset. From our experimental results, we can conclude that our method can speed up the training process of a neural network while keeping acceptable accuracy. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | tissue deformation / real-time finite element analysis / neural network |
| Paper # | IE2011-23,PRMU2011-15,MI2011-15 |
| Date of Issue |
| Conference Information | |
| Committee | PRMU |
|---|---|
| Conference Date | 2011/5/12(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Pattern Recognition and Media Understanding (PRMU) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Real-time Simulation for Stomach Deformation by Using Multiple Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | tissue deformation |
| Keyword(2) | real-time finite element analysis |
| Keyword(3) | neural network |
| 1st Author's Name | Ken'ichi MOROOKA |
| 1st Author's Affiliation | Graduate School of Information Science and Electrical Engineering, Kyushu University() |
| 2nd Author's Name | Xian CHEN |
| 2nd Author's Affiliation | Faculty of Engineering, Yamaguchi University |
| 3rd Author's Name | Makoto HASHIZUME |
| 3rd Author's Affiliation | Graduate School of Medical Sciences, Kyushu University |
| 4th Author's Name | Tsutomu HASEGAWA |
| 4th Author's Affiliation | Graduate School of Information Science and Electrical Engineering, Kyushu University |
| Date | 2011-05-20 |
| Paper # | IE2011-23,PRMU2011-15,MI2011-15 |
| Volume (vol) | vol.111 |
| Number (no) | 48 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |