Browsing SGP15: Eurographics Symposium on Geometry Processing (CGF 34-5) by Subject "Computational Geometry and Object Modeling [I.3.5]"

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Learning Class-specific Descriptors for Deformable Shapes Using Localized Spectral Convolutional Networks

Boscaini, Davide; Masci, Jonathan; Melzi, Simone; Bronstein, Michael M.; Castellani, Umberto; Vandergheynst, Pierre (The Eurographics Association and John Wiley & Sons Ltd., 2015)

In this paper, we propose a generalization of convolutional neural networks (CNN) to non-Euclidean domains for the analysis of deformable shapes. Our construction is based on localized frequency analysis (a generalization ...