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Title:
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Simultaneous correspondence and non-rigid 3D reconstruction of the coronary tree from single X-ray images
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Author:
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Serradell, Eduard; Romero, Adriana; Leta, Ruben; Gatta, Carlo; Moreno-Noguer, Francesc
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Other authors:
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Universitat Politècnica de Catalunya. Departament d'Enginyeria de Sistemes, Automàtica i Informàtica Industrial; Institut de Robòtica i Informàtica Industrial; Universitat Politècnica de Catalunya. VIS - Visió Artificial i Sistemes Intel.ligents |
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Abstract:
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We present a novel approach to simultaneously reconstruct the 3D structure of a non-rigid coronary tree and estimate point correspondences between an input X-ray image and a reference 3D shape. At the core of our approach lies an optimization scheme that iteratively fits a generative 3D model of increasing complexity and guides the matching process. As a result, and in contrast to existing approaches that assume rigidity or quasi-rigidity of the structure, our method is able to retrieve large non-linear deformations even when the input data is corrupted by the presence of noise and partial occlusions. We extensively evaluate our approach under synthetic and real data and demonstrate a remarkable improvement compared to state-of-the-art. |
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Abstract:
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Peer Reviewed |
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Subject(s):
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-Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial::Sistemes experts
-Image processing -- Digital techniques
-Heart -- Diseases -- Diagnosis -- Data processing
-computer vision
-Imatges -- Processament -- Tècniques digitals
-Cor -- Malalties -- Diagnòstic |
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Rights:
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Document type:
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Article - Submitted version
Conference Object |
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