Research Article

Investigation of Effectiveness of Shuffled Frog-Leaping Optimizer in Training a Convolution Neural Network

Table 6

Experimental results for the Caltech/UCSD birds dataset.

TechniqueMSE (AVE ± STD)Classification rate (%)Training time

LeNet 50.0321 ± 0.00459297 minutes
ACO-LeNet 50.0019 ± 8.4257e−0497101 minutes
BFSO-LeNet 50.0078 ± 8.2189e−0293109 minutes
WO-LeNet 50.0045 ± 8.7654e−0396103 minutes
SFLA-LeNet 50.0021 ± 9.4298e−0598105 minutes