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)