Research Article

A Lightweight Model for Traffic Sign Classification Based on Enhanced LeNet-5 Network

Table 6

Accuracy of our proposed network compared with that of previous state-of-the-art approaches on German traffic sign data set.

MethodsAccuracy (%)

Optimized LeNet-5 [34]Between 93 and 96
Modified LeNet-5 network [35]95.2
Improved LeNet-5 [27]99.75
LeNet architecture [45]96.23
Small CNN [46]97.4
Improved LeNet-5 [44]98.12
Lightweight deep network [43]99.61
Deep CNN [37]98.96
Efficient CNN [41]99.66
Ours99.84