语义分割经典神经网络框架汇总
FCN
Jonathan Long, Evan Shelhamer, Trevor Darrell. 2014.
Fully Convolutional Networks for Semantic Segmentation
DeepLabv1
Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos, Kevin Murphy, Alan L. Yuille. 2014.
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs
CRF-RNN
Shuai Zheng, Sadeep Jayasumana, Bernardino Romera-Paredes, Vibhav Vineet, Zhizhong Su, Dalong Du, Chang Huang, Philip H. S. Torr. 2015.
Conditional Random Fields as Recurrent Neural Networks
U-Net
Olaf Ronneberger, Philipp Fischer, Thomas Brox. 2015.
U-Net: Convolutional Networks for Biomedical Image Segmentation
SegNet
Vijay Badrinarayanan, Alex Kendall, Roberto Cipolla. 2015.
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation
Dilated Convolution
Fisher Yu, Vladlen Koltun. 2015.
Multi-Scale Context Aggregation by Dilated Convolutions
DeepLabv2
Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos, Kevin Murphy, Alan L. Yuille. 2016.
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
FC-DenseNet
Simon Jégou, Michal Drozdzal, David Vazquez, Adriana Romero, Yoshua Bengio. 2016.
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation
PSPNet
Hengshuang Zhao, Jianping Shi, Xiaojuan Qi, Xiaogang Wang, Jiaya Jia. 2016.
Pyramid Scene Parsing Network
Multipath-RefineNet
Guosheng Lin, Anton Milan, Chunhua Shen, Ian Reid. 2017.
Refinenet: Multi-path refinement networks for high-resolution semantic segmentation
TuSimple
Panqu Wang, Pengfei Chen, Ye Yuan, Ding Liu, Zehua Huang, Xiaodi Hou, Garrison Cottrell. 2017.
Understanding Convolution for Semantic Segmentation
DeepLabv3
Liang-Chieh Chen, George Papandreou, Florian Schroff, Hartwig Adam. 2017.
Rethinking Atrous Convolution for Semantic Image Segmentation
CASIA_IVA_SDN
Jun Fu, Jing Liu, Yuhang Wang, Hanqing Lu. 2017.
Stacked Deconvolutional Network for Semantic Segmentation
IDW-CNN
Guangrun Wang, Ping Luo, Liang Lin, Xiaogang Wang. 2017.
Learning Object Interactions and Descriptions for Semantic Image Segmentation
DIS
Ping Luo, Guangrun Wang, Liang Lin, Xiaogang Wang. 2017.
Deep Dual Learning for Semantic Image Segmentation
DeepLabv3+
Liang-Chieh Chen, Yukun Zhu, George Papandreou, Florian Schroff, Hartwig Adam. 2018.
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
