Research Article

[Retracted] Improving Convolutional Neural Networks with Competitive Activation Function

Table 3

Classification results (%) with NIN and ResNet-110 on CIFAR.

ModelNINResNet-110
DatasetCIFAR-10CIFAR-100CIFAR-10CIFAR-100

ReLU86.9359.8492.6467.27
LReLU87.7459.7092.8968.16
PReLU88.3462.7191.8869.05
ELU88.1861.4892.5869.31
SELU63.1066.36
Softplus
Swish84.8892.9068.80
Mish87.2059.3293.2068.88
FReLU90.7967.3692.9868.91
PFREU-A91.1167.4393.3669.73
PFREU-B91.2467.6793.3870.34
PFREU-C90.9867.4893.2870.18