語義分割&視頻分割開源代碼集合

本文授權轉自CSDN博客,作者O天涯海閣O。

語義分割

Global Deconvolutional Networks

BMVC 2016 github.com/DrSleep/GDN

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

Theano/Lasagne code Implementation

github.com/0bserver07/O

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

Awesome Semantic Segmentation github.com/mrgloom/awes

Semantic Segmentation Algorithms Implemented in PyTorch 這個很好! github.com/meetshah1995

Learning Deconvolution Network for Semantic Segmentation github.com/HyeonwooNoh/

Fully Convolutional Instance-aware Semantic Segmentation github.com/daijifeng001

Fully Convolutional Networks for Semantic Segmentation github.com/shelhamer/fc

PixelNet: Representation of the pixels, by the pixels, and for the pixels github.com/aayushbansal cs.cmu.edu/~aayushb/pix

ICNet for Real-Time Semantic Segmentation on High-Resolution Images hszhao.github.io/projec

github.com/hszhao/ICNet

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Semantic Pixel-Wise Labelling arxiv.org/pdf/1511.0056

PAMI-2017 github.com/alexgkendall

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs bitbucket.org/aquariusj

DeconvNet : Learning Deconvolution Network for Semantic Segmentation ICCV2015 github.com/HyeonwooNoh/

cvlab.postech.ac.kr/res

Pyramid Scene Parsing Network CVPR2017 github.com/hszhao/PSPNe

Fully Convolutional Instance-aware Semantic Segmentation CVPR2017 github.com/msracver/FCI

ParseNet: Looking Wider to See Better github.com/weiliu89/caf

其他

半監督語義分割

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

AAAI Conference on Artificial Intelligence (AAAI) 2018 mmlab.ie.cuhk.edu.hk/pr github.com/XiaohangZhan

deconvnet analysis

Salient Deconvolutional Networks ECCV2016 github.com/aravindhm/de

Instance Segmentation 分水嶺+CNN

Deep Watershed Transform for Instance Segmentation CVPR2017 github.com/min2209/dwt

Instance Segmentation

End-to-End Instance Segmentation with Recurrent Attention CVPR2017 github.com/renmengye/re

基於單張訓練樣本的視頻運動物體分割

Video Object Segmentation Without Temporal Information One-Shot Video Object Segmentation vision.ee.ethz.ch/~cvls

圖像語義匹配

SCNet: Learning Semantic Correspondence ICCV2017 Matlab code: github.com/k-han/SCNet

同時檢測和分割,類似 Mask R-CNN

BlitzNet: A Real-Time Deep Network for Scene Understanding

ICCV2017

github.com/dvornikita/b

目標候選區域分割

FastMask: Segment Multi-scale Object Candidates in One Shot CVPR2017 github.com/voidrank/Fas

視頻分割

Learning to Segment Instances in Videos with Spatial Propagation Network CVPRW2017 github.com/JingchunChen

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