Localization and Alignment of Non-rigid Organs by Exhaustive Search of Position, Orientation,Scale and Deformation Parameters
| Project/Area Number |
26330212
|
|---|
| Research Category |
Grant-in-Aid for Scientific Research (C)
|
| Allocation Type | Multi-year Fund |
|---|
| Section | 一般 |
|---|
| Research Field |
Perceptual information processing
|
|---|
| Research Institution | Ritsumeikan University |
|---|
Principal Investigator |
Xu Gang 立命館大学, 情報理工学部, 教授 (90226374)
|
|---|
| Co-Investigator(Kenkyū-buntansha) |
陳 延偉 立命館大学, 情報理工学部, 教授 (60236841)
韓 先花 国立研究開発法人産業技術総合研究所, 人工知能研究センター, 主任研究員 (60469195)
|
|---|
| Project Period (FY) |
2014-04-01 – 2017-03-31
|
| Project Status |
Completed (Fiscal Year 2016)
|
| Budget Amount *help |
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
|
|---|
| Keywords | 画像認識 / 医用画像処理 / 3次元 / アラインメント / 変形 / ボリュームデータ / CT / MRI / ３次元 |
|---|
| Outline of Final Research Achievements |
This research shows that against the intuition of impossibility of exhaustive search of a relatively large number of parameters, by a number of techniques to reduce computational cost, we succeeded in localization and alignment of livers in MR volume data by exhaustive search of 15 parameters including 3 for position, 3 for orientation, 1 for scale, and 8 for deformation. Deformation is represented as a linear combination of principal components of a set of some 50 aligned 3D sample models.
Using GPU for acceleration, we were able to find livers withour any human intervention at a speed of 1.5 minutes, which is now manually done by human operators at a speed of half a day.
|
Report
(4 results)
Research Products
(21 results)
