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语义分割&视频分割开源代码集合
代码模型

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

https://github.com/0bserver07/One-Hundred-Layers-Tiramisu


Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes CVPR2017
https://github.com/TobyPDE/FRRN


Awesome Semantic Segmentation
https://github.com/mrgloom/awesome-semantic-segmentation


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


PixelNet: Representation of the pixels, by the pixels, and for the pixels
https://github.com/aayushbansal/PixelNet
https://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
https://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

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

https://github.com/dvornikita/blitznet


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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关于语义图像分割: FCN和Guidance CRF
深度网络图像分割通俗指南



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