DocumentCode :
73549
Title :
Appearance-based approach for complete human jaw shape reconstruction
Author :
Elhabian, Shireen Y. ; Farag, A.A.
Author_Institution :
CVIP Lab., Univ. of Louisville, Louisville, KY, USA
Volume :
8
Issue :
5
fYear :
2014
fDate :
Oct-14
Firstpage :
404
Lastpage :
418
Abstract :
Precise knowledge of the 3D shape of clinical crowns is crucial for the treatment of malocclusion problems as well as several endodontic procedures. While computed tomography would present such information, it is believed there is no threshold radiation dose below which it is considered safe. In this study, the authors propose an appearance based approach which allows for the reconstruction of plausible human jaw 3D models given a single optical image with unknown illumination. Appearance bases are analytically constructed using the frequency-based representation of the irradiance equation while incorporating prior information about natural illumination and teeth reflectance. The inherent relation between the photometric information and the underlying 3D shape is formulated as a statistical model where the coupled effect of illumination and reflectance is modelled using the Helmholtz hemispherical harmonics-based irradiance harmonics whereas the principle component regression is deployed to carry out the estimation of 3D shapes. The authors´ approach relaxes limiting assumptions of conventional shape-from-shading approaches while being able to reconstruct tooth occlusal surface with challenging conditions, such as scattered specular spots and significant changes in colour and albedo characteristics resulting from tooth filling. Vis-à-vis dental applications, the results demonstrate a significant increase in accuracy in favour of the proposed approach.
Keywords :
biomedical optical imaging; dentistry; harmonic analysis; image reconstruction; image representation; medical image processing; photometry; principal component analysis; regression analysis; shape recognition; 3D plausible human jaw model reconstruction; 3D shape dense estimation; 3D shape reconstruction; Helmholtz hemispherical harmonics-based irradiance harmonics; Lambertian reflectance; albedo characteristics; appearance-based approach; clinical crowns; colour characteristics; complete human jaw shape reconstruction; computerised tomography; coupled effect; endodontic procedure; frequency-based representation; illumination model; image irradiance equation; malocclusion problems treatment; natural illumination; optical image; photometric information; point light source; principle component regression; reflectance model; shape-from-shading approach; statistical model; teeth reflectance characteristics; tooth filling; tooth occlusal surface reconstruction; unknown illumination; vis-a-vis dental applications;
fLanguage :
English
Journal_Title :
Computer Vision, IET
Publisher :
iet
ISSN :
1751-9632
Type :
jour
DOI :
10.1049/iet-cvi.2013.0107
Filename :
6900076
Link To Document :
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