来源:CSDN博客

作者:O天涯海阁O

语义分割

Global Deconvolutional Networks

BMVC 2016

https://github.com/DrSleep/GDN

The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation CVPRW 2017

Theano/Lasagne code Implementation

Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes CVPR2017

https://github.com/TobyPDE/FRRN

Semantic Segmentation Algorithms Implemented in PyTorch 这个很好!

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

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

Pyramid Scene Parsing Network CVPR2017

https://github.com/hszhao/PSPNet

Fully Convolutional Instance-aware Semantic Segmentation CVPR2017

https://github.com/msracver/FCIS

其他

半监督语义分割

Mix-and-Match Tuning for Self-Supervised Semantic Segmentation

AAAI Conference on Artificial Intelligence (AAAI) 2018

https://mmlab.ie.cuhk.edu.hk/projects/M&M/

https://github.com/XiaohangZhan/mix-and-match/

deconvnet analysis

Salient Deconvolutional Networks ECCV2016

https://github.com/aravindhm/deconvnet_analysis

Instance Segmentation 分水岭+CNN

Deep Watershed Transform for Instance Segmentation CVPR2017

https://github.com/min2209/dwt

Instance Segmentation

End-to-End Instance Segmentation with Recurrent Attention CVPR2017

https://github.com/renmengye/rec-attend-public

基于单张训练样本的视频运动物体分割

Video Object Segmentation Without Temporal Information One-Shot Video Object Segmentation

https://www.vision.ee.ethz.ch/~cvlsegmentation/osvos/

图像语义匹配

SCNet: Learning Semantic Correspondence ICCV2017

Matlab code: https://github.com/k-han/SCNet

同时检测和分割,类似 Mask R-CNN

BlitzNet: A Real-Time Deep Network for Scene Understanding

ICCV2017

目标候选区域分割

FastMask: Segment Multi-scale Object Candidates in One Shot CVPR2017

https://github.com/voidrank/FastMask

视频分割

Learning to Segment Instances in Videos with Spatial Propagation Network CVPRW2017

https://github.com/JingchunCheng/Seg-with-SPN

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