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Published at December 9

Convolution goes higher-order: a biologically inspired mechanism empowers image classification

cs.CV

cs.LG

q-bio.NC

Released Date: December 9, 2024

Authors: Simone Azeglio¹, Olivier Marre, Peter Neri, Ulisse Ferrari

Aff.: ¹Institut de la Vision, Sorbonne Université, CNRS, INSERM, Ecole Normale Supérieure, Paris, France

Arxiv: http://arxiv.org/pdf/2412.06740v1

Refer to caption

Model	Accuracy (%)	# Params
CNN (baseline)	59.14	492
HoCNN (up to 2^nd order)	82.42	293
HoCNN (up to 3^rd order)	89.02	488
HoCNN (up to 4^th order)	92.32	1259