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A Bio-Inspired Strategy for 3D Surface Reconstruction of Unstructured Scenes Applied to Medical Images

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Tipo de produção

Artigo de evento

Data de publicação

2019-09-05

Texto completo (DOI)

Periódico

Proceedings - 15th Workshop of Computer Vision, WVC 2019

Editor

Citações na Scopus

0

Autores

BOUZON, M.
ALBERTINI, G.
VIANA, G.
MEDEIROS, G.
Paulo Rodrigues

Orientadores

Resumo

© 2019 IEEE.The use of 3D reconstruction, along with immersive technologies, is a technique used in several areas of research and development. Currently, the most common strategy for performing this type of reconstruction is using a stereoscopic camera model. The problem worsens when the challenge involves unstructured scenes, which are scenes that have an ill-defined cognitive architecture. The present work proposes a methodology for 3D reconstruction of unstructured surfaces using monocular cameras. Thus, modern AI techniques, Computer Vision and Computer Graphics techniques have been applied to solve this problem. The experiments performed in this work can be concluded that the proposed method can reconstruct structured scenes with a hit rate between 63% and 68%, depending on the number of thresholds used in the segmentation, thus being superior to the classical method, where the extraction of points is done over the original image without any pre-processing.

Citação

BOUZON, M.; ALBERTINI, G.; VIANA, G.; MEDEIROS, G.; RODRIGUES, P. A Bio-Inspired Strategy for 3D Surface Reconstruction of Unstructured Scenes Applied to Medical Images. Proceedings - 15th Workshop of Computer Vision, WVC 2019, p. 89-95, sept. 2019.

Palavras-chave

Keywords

3D reconstruction; Image Segmentation; Medical Images; SIFT; Unstructured surfaces

Assuntos Scopus

3D reconstruction; 3D surface reconstruction; Classical methods; Cognitive architectures; Immersive technologies; Research and development; SIFT; Stereoscopic camera

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