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Fuzzy along spatial relation in 3D. Application to anatomical structures in maxillofacial CBCT

Evain, Timothée; Ripoche, Xavier; Atif, Jamal; Bloch, Isabelle (2015), Fuzzy along spatial relation in 3D. Application to anatomical structures in maxillofacial CBCT, in Murino, Vittorio; Puppo, Enrico, Image Analysis and Processing — ICIAP 2015: 18th International Conference, Springer : Cham, p. 271-281. 10.1007/978-3-319-23231-7_25

Type
Communication / Conférence
Date
2015
Conference title
18th International Conference on Image Analysis and Processing (ICIAP)
Conference date
2015-09
Conference city
Genoa
Conference country
Italy
Book title
Image Analysis and Processing — ICIAP 2015: 18th International Conference
Book author
Murino, Vittorio; Puppo, Enrico
Publisher
Springer
Published in
Cham
ISBN
978-3-319-23230-0
Number of pages
721
Pages
271-281
Publication identifier
10.1007/978-3-319-23231-7_25
Metadata
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Author(s)
Evain, Timothée
Laboratoire Traitement et Communication de l'Information [LTCI]
Ripoche, Xavier

Atif, Jamal
Laboratoire d'analyse et modélisation de systèmes pour l'aide à la décision [LAMSADE]
Bloch, Isabelle cc
Laboratoire Traitement et Communication de l'Information [LTCI]
Abstract (EN)
Spatial relations have proved to be of great importance in computer vision and image understanding. One issue is their modeling in the image domain, hence allowing for their integration in segmentation and recognition algorithms. In this paper, we focus on the “along” spatial relation. Based on a previous work in 2D, we propose extensions to 3D. Starting from the inter-objects region, we demonstrate that the elongation of the interface between the objects and this region gives a good evaluation of the alongness degree. We also integrate distance information to take into account only close objects parts. Then we describe how to define the alongness relation within the fuzzy set theory. Our method gives a quantitative satisfaction degree of the relation, reliable for differentiating spatial situations. An original example on the maxillofacial area in Cone-Beam Computed Tomography (CBCT) illustrates how the proposed approach could be used to recognize elongated structures.
Subjects / Keywords
Machine learning; medical imaging; Spatial relations; Fuzzy reasoning; Dental imaging

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