| Paper Abstract and Keywords |
| Presentation |
2012-01-19 11:20
Accelerating Normalized Mutual Information based Nonrigid Registration using CUDA Kei Ikeda, Fumihiko Ino, Kenichi Hagihara (Osaka Univ.) MI2011-98 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper presents an acceleration method using the compute unified device architecture (CUDA), aiming at accelerating nonrigid registration based on normalized mutual information (NMI). Our method reduces the data size of joint histograms such that they can be stored in shared memory for fast computation of NMI. Furthermore, our method achieves rapid B-spline deformation by performing data reuse on shared memory. In experiments, we evaluated our method by using four datasets having 512 × 512 × 256 voxels. As a result, our method achieved a speedup of 1.3-1.4 by using shared memory. We also found that our method runs 6.1-6.9 times faster than a CPU-based implementation running on four cores. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Nonrigid registration / normalized mutual information / B-spline / acceleration / GPU / CUDA / / |
| Reference Info. |
IEICE Tech. Rep., vol. 111, no. 389, MI2011-98, pp. 115-120, Jan. 2012. |
| Paper # |
MI2011-98 |
| Date of Issue |
2012-01-12 (MI) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
MI2011-98 |
| Conference Information |
| Committee |
MI |
| Conference Date |
2012-01-19 - 2012-01-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
MI |
| Conference Code |
2012-01-MI |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Accelerating Normalized Mutual Information based Nonrigid Registration using CUDA |
| Sub Title (in English) |
|
| Keyword(1) |
Nonrigid registration |
| Keyword(2) |
normalized mutual information |
| Keyword(3) |
B-spline |
| Keyword(4) |
acceleration |
| Keyword(5) |
GPU |
| Keyword(6) |
CUDA |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Kei Ikeda |
| 1st Author's Affiliation |
Osaka University (Osaka Univ.) |
| 2nd Author's Name |
Fumihiko Ino |
| 2nd Author's Affiliation |
Osaka University (Osaka Univ.) |
| 3rd Author's Name |
Kenichi Hagihara |
| 3rd Author's Affiliation |
Osaka University (Osaka Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2012-01-19 11:20:00 |
| Presentation Time |
30 minutes |
| Registration for |
MI |
| Paper # |
MI2011-98 |
| Volume (vol) |
vol.111 |
| Number (no) |
no.389 |
| Page |
pp.115-120 |
| #Pages |
6 |
| Date of Issue |
2012-01-12 (MI) |