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(Reference retrieved automatically from Web of Science through information on FAPESP grant and its corresponding number as mentioned in the publication by the authors.)

Medical image registration based on watershed transform from greyscale marker and multi-scale parameter search

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Author(s):
Ruppert, Guilherme C. S. ; Chiachia, Giovani ; Bergo, Felipe P. G. ; Favretto, Fernanda O. ; Yasuda, Clarissa L. ; Rocha, Anderson ; Falcao, Alexandre X.
Total Authors: 7
Document type: Journal article
Source: COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION; v. 5, n. 2, p. 138-156, 2017.
Web of Science Citations: 1
Abstract

We propose an automatic 3D medical image registration method that combines the watershed transform from greyscale marker, to effectively reduce the number of key points needed for registration, with a robust optimisation algorithm, called multi-scale parameter search (MSPS), to quickly estimate the mapping function. We evaluate it for rigid and intra-subject registration of pre- and post-surgery MR-T1 images of the brain. The visual analysis of its effectiveness is facilitated by a colour-coding scheme. Extensive experiments show that our approach is very accurate, robust to noise and provides 3D registration in less than 40 s, with no multi-resolution image schemes needed. We also evaluate MSPS on a testbed of 12 optimisation benchmark problems, in comparison with well-known optimisers, such as particle swarm optimiser, simulated annealing and differential evolution, showing that it can also be explored in other applications. (AU)

FAPESP's process: 13/11359-0 - New Methods for Learning Deep Visual Hierarchies
Grantee:Giovani Chiachia
Support Opportunities: Scholarships in Brazil - Post-Doctorate
FAPESP's process: 07/52015-0 - Approximation methods for visual computing
Grantee:Jorge Stolfi
Support Opportunities: Research Projects - Thematic Grants
FAPESP's process: 10/00994-8 - Learning Person-Specific Face Representations
Grantee:Giovani Chiachia
Support Opportunities: Scholarships in Brazil - Doctorate
FAPESP's process: 10/05647-4 - Digital forensics: collection, organization, classification and analysis of digital evidences
Grantee:Anderson de Rezende Rocha
Support Opportunities: Research Grants - Young Investigators Grants