语义分割：
Awesome Semantic Segmentation https://github.com/mrgloom/awesome-semantic-segmentation
Semantic Segmentation Algorithms Implemented in PyTorch https://github.com/meetshah1995/pytorch-semseg
Learning Deconvolution Network for Semantic Segmentation https://github.com/HyeonwooNoh/DeconvNet
Fully Convolutional Instance-aware Semantic Segmentation https://github.com/daijifeng001/TA-FCN
Fully Convolutional Networks for Semantic Segmentation https://github.com/shelhamer/fcn.berkeleyvision.org
PixelNet: Representation of the pixels, by the pixels, and for the pixels https://github.com/aayushbansal/PixelNet http://www.cs.cmu.edu/~aayushb/pixelNet/
ICNet for Real-Time Semantic Segmentation on High-Resolution Images https://hszhao.github.io/projects/icnet/ https://github.com/hszhao/ICNet
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Semantic Pixel-Wise Labelling https://arxiv.org/pdf/1511.00561.pdf PAMI-2017 https://github.com/alexgkendall/caffe-segnet
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs https://bitbucket.org/aquariusjay/deeplab-public-ver2/overview
DeconvNet : Learning Deconvolution Network for Semantic Segmentation ICCV2015 https://github.com/HyeonwooNoh/DeconvNet http://cvlab.postech.ac.kr/research/deconvnet/
Pyramid Scene Parsing Network CVPR2017 https://github.com/hszhao/PSPNet
Fully Convolutional Instance-aware Semantic Segmentation CVPR2017 https://github.com/msracver/FCIS
ParseNet: Looking Wider to See Better https://github.com/weiliu89/caffe/tree/fcn
深度网络模型：
Deep Residual Learning for Image Recognition https://github.com/KaimingHe/deep-residual-networks
SqueezeDet: Unified, Small, Low Power Fully Convolutional Neural Networks for Real-Time Object Detection for Autonomous Driving https://github.com/BichenWuUCB/squeezeDet
Coordinating Filters for Faster Deep Neural Networks https://arxiv.org/abs/1703.09746 https://github.com/wenwei202/caffe/tree/sfm
Network Dissection: Quantifying Interpretability of Deep Visual Representations CVPR2017 https://github.com/CSAILVision/NetDissect
人脸识别
C++ 代码： https://github.com/seetaface/SeetaFaceEngine
A Discriminative Feature Learning Approach for Deep Face Recognition code: https://github.com/ydwen/caffe-face
目标检测：
PVANET: Deep but Lightweight Neural Networks for Real-time Object Detection https://github.com/sanghoon/pva-faster-rcnn
R-FCN: Object Detection via Region-based Fully Convolutional Networks https://github.com/daijifeng001/r-fcn
A-Fast-RCNN: Hard Positive Generation via Adversary for Object Detection CVPR 2017 Caffe code : https://github.com/xiaolonw/adversarial-frcnn
Improving Object Detection With One Line of Code https://github.com/bharatsingh430/soft-nms
行人检测：
Is Faster R-CNN Doing Well for Pedestrian Detection？ ECCV2016 https://github.com/zhangliliang/RPN_BF/tree/RPN-pedestrian
人体姿态估计：
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields CVPR2017 https://github.com/ZheC/Realtime_Multi-Person_Pose_Estimation
Convolutional Pose Machines CVPR2016 https://github.com/shihenw/convolutional-pose-machines-release
深度图片风格迁移
Deep Photo Style Transfer https://github.com/luanfujun/deep-photo-styletransfer
检测
Accurate Single Stage Detector Using Recurrent Rolling Convolution https://github.com/xiaohaoChen/rrc_detection
人脸修复
Generative Face Completion https://github.com/Yijunmaverick/GenerativeFaceCompletion
Failures of Gradient-Based Deep Learning https://github.com/shakedshammah/failures_of_DL
深度视频去模糊
Deep Video Deblurring https://github.com/shuochsu/DeepVideoDeblurring
深度去噪
Learning Deep CNN Denoiser Prior for Image Restoration https://github.com/cszn/ircnn
人脸超分辨
Face Super-Resolution Through Wasserstein GANs https://github.com/MandyZChen/srez https://github.com/YuguangTong/improved_wgan_training
视频结构化分析平台