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Rigid-Motion Scattering for Texture Classification by SIfre, Laurent; Mallat, Stéphane is a scholarly article available to read on EtoBox.

What is Rigid-Motion Scattering for Texture Classification about?

A rigid-motion scattering computes adaptive invariants along translations and rotations, with a deep convolutional network. Convolutions are calculated on the rigid-motion group, with wavelets defined on the translation and rotation variables. It preserves joint rotation and translation information, while providing global invariants at any desired scale. Texture classification is studied, through the characterization of stationary processes from a single realization. State-of-the-art results are obtained on multiple texture data bases, with important rotation and scaling variabilities.

Author

SIfre, Laurent; Mallat, Stéphane

Published

2014

Language

EN