There are links for basic articles about convolution neural network and their applications.

1. Architectures

AlexNet

ZFNet

VGG16

ResNet

GoogleNet

Inception

Xception

MobileNet

 

2. Semantic Segmentation

FCN

SegNet

UNet

PSPNet

DeepLab

ICNet

ENet

 

3. Generative adversarial networks

GAN

DCGAN

WGAN

Pix2Pix

CycleGAN

 

4. Object detection

RCNN

Fast-RCNN

Faster-RCNN

SSD

YOLO

YOLO9000

Review (2019)