Table 2 Comparison of classification error between a CNN and the equivalent network using INRF elements instead of linear RF filters.

From: Evidence for the intrinsically nonlinear nature of receptive fields in vision

Dataset

CNN

INRFnet

MNIST

0.48

0.43

CIFAR10

24.28

16.78

CIFAR100

57.01

48.8

SVHN

6.26

3.41