| 简称 | 论文名 | 发表日期、刊名 | 本地链接 | 站外链接 |
| VGG | 'Very Deep Convolutional Networks for Large-Scale Image Recognition.pdf' | 2014 arXiv | 链接 | |
| 双线性CNN模型细粒度物体识别 | 'Bilinear CNN Models for Fine-grained Visual Recognition.pdf' | 2015 ICCV | 链接 | |
| Recurrent Neural Network | 'ReNet: A Recurrent Neural Network Based Alternative to Convolutional Networks.pdf' | 2015 Arxiv | 链接 | arXiv链接 |
| ResNets | 'Deep Residual Learning for Image Recognition.pdf' | 2016 CVPR | 链接 | |
| 密集连接 | 'Densely Connected Convolutional Networks.pdf' | 2016 CVPR | 链接 | |
| MobileNets | 'MobileNets Efficient Convolutional Neural Networks for Mobile Vision Applications.pdf' | 2016 arXiv | 链接 | |
| 双线性CNN模型细粒度物体识别 | 'Bilinear CNNs for Fine-grained Visual Recognition.pdf' | 2017 ArXiv | 链接 |
| 简称 | 论文名 | 发表日期、刊名 | 论文链接 | 站外链接 |
| RCNN | 'RCNN Rich feature hierarchies for accurate object detection and semantic segmentation.pdf' | 2014 CVPR | 链接 | |
| Fast R-CNN | 'Fast R-CNN.pdf' | 2015 CVPR | 链接 | |
| Faster R-CNN | 'Faster R-CNN Towards Real-Time Object Detection with Region Proposal Networks.pdf' | 2015 IEEE Transactions on Pattern Analysis and Machine Intelligence | 链接 | |
| SSD | 'SSD Single Shot MultiBox Detector.pdf' | 2016 ECCV | 链接 |
| 简称 | 描述 | 发表日期、刊名 | 论文链接 | 站外链接 |
|---|---|---|---|---|
| 反卷积网络 | 'Deconvolutional Networks.pdf' | 2010 CVPR | 链接 | |
| FCNs | 'Fully Convolutional Networks for Semantic Segmentation.pdf' | 2015 CVPR | 链接 | |
| SegNet | 'SegNet A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation.pdf' | 2015 arXiv | 链接 | |
| 多尺度膨胀卷积 | 'Multi-Scale Context Aggregation by Dilated Convolutions.pdf' | 2015 arXiv | 链接 | |
| 卷积网络+CRFs | 'Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs.pdf' | 2015 arXiv | 链接 | |
| U-Net | 'U-Net Convolutional Networks for Biomedical Image Segmentation.pdf' | 2015 arXiv | 链接 | |
| 金字塔场景理解 | 'Pyramid Scene Parsing Network.pdf' | 2016 arXiv | 链接 | |
| RefineNet | 'RefineNet Multi-Path Refinement Networks for High-Resolution Semantic Segmentation.pdf' | 2016 arXiv | 链接 | |
| DeepLab语义分割：膨胀卷积+CRFs | 'DeepLab Semantic Image Segmentation with Deep Convolutional Nets Atrous Convolution and Fully Connected CRFs.pdf' | 2016 arXiv | 链接 | |
| 语义分割综述 | 'A Review on Deep Learning Techniques Applied to Semantic Segmentation.pdf' | 2017 arXiv | 链接 | |
| Large Kernel Matters | 'Large Kernel Matters Improve Semantic Segmentation by Global Convolutional Network.pdf' | 2017 arXiv | 链接 |