There are several classical networks such as LeNet, AlexNet, VGG16 etc.

More advanced network models. first, Resnet, published in 2015 by He et al. Deep Residual Networks for Image Recognition. It allows much deeper network training.

Network in network idea

Inception network, what is it, what’s the motivation of using inception network?