| Paper Abstract and Keywords |
| Presentation |
2020-05-28 12:40
[Special Talk]
Generalization of coherent point drift and its acceleration Osamu Hirose (Kanazawa Univ.) SIP2020-1 BioX2020-1 IE2020-1 MI2020-1 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Point set registration is to find point-to-point correspondences between point sets, each of which represents the shape of an object. Coherent point drift is a well-known algorithm for solving point set registration problems. In this study, we propose a novel formulation of coherent point drift, providing an insight into the algorithm. Using the formulation and variational Bayesian inference, we derive a registration algorithm, which is a generalization of coherent point drift. We also propose an acceleration scheme regarding the derived algorithm. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Point set registration / Variational Bayesian inference / / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 120, no. 40, MI2020-1, pp. 1-3, May 2020. |
| Paper # |
MI2020-1 |
| Date of Issue |
2020-05-21 (SIP, BioX, IE, MI) |
| ISSN |
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 |
SIP2020-1 BioX2020-1 IE2020-1 MI2020-1 |
| Conference Information |
| Committee |
MI IE SIP BioX ITE-IST ITE-ME |
| Conference Date |
2020-05-28 - 2020-05-29 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image and signal processing/analysis/AI technology, and their application |
| Paper Information |
| Registration To |
MI |
| Conference Code |
2020-05-MI-IE-SIP-BioX-IST-ME |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Generalization of coherent point drift and its acceleration |
| Sub Title (in English) |
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| Keyword(1) |
Point set registration |
| Keyword(2) |
Variational Bayesian inference |
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| 1st Author's Name |
Osamu Hirose |
| 1st Author's Affiliation |
Kanazawa University (Kanazawa Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2020-05-28 12:40:00 |
| Presentation Time |
50 minutes |
| Registration for |
MI |
| Paper # |
SIP2020-1, BioX2020-1, IE2020-1, MI2020-1 |
| Volume (vol) |
vol.120 |
| Number (no) |
no.38(SIP), no.37(BioX), no.39(IE), no.40(MI) |
| Page |
pp.1-3 |
| #Pages |
3 |
| Date of Issue |
2020-05-21 (SIP, BioX, IE, MI) |