Learning class-specific descriptors for deformable shapes using localized spectral convolutional networks

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 of the windowed Fourier transform to manifolds) that is used to extract the lo...

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Bibliographic Details
Published in:Computer graphics forum Vol. 34; no. 5; pp. 13 - 23
Main Authors: Boscaini, D., Masci, J., Melzi, S., Bronstein, M. M., Castellani, U., Vandergheynst, P.
Format: Journal Article
Language:English
Published: Oxford Blackwell Publishing Ltd 01.08.2015
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ISSN:0167-7055, 1467-8659
Online Access:Get full text
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