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Paper Abstract and Keywords
Presentation 2020-05-28 12:40
[Special Talk] Generalization of coherent point drift and its acceleration
Osamu Hirose (Kanazawa Univ.)
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 / / / / / /  
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Conference Information
Committee IEICE-MI IEICE-IE IEICE-SIP IEICE-BioX IST 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 IEICE-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 
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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 IEICE-MI 
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Volume (vol) vol.44 
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