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 https://github.com/DrSleep/GDNThe One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation CVPRW 2017
Theano/Lasagne code Implementationhttps://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 這個很好! 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 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-segnetDeepLab: 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
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 http://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_analysisInstance Segmentation 分水嶺+CNN
Deep Watershed Transform for Instance Segmentation CVPR2017 https://github.com/min2209/dwtInstance Segmentation
End-to-End Instance Segmentation with Recurrent Attention CVPR2017 https://github.com/renmengye/rec-attend-public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 http://www.vision.ee.ethz.ch/~cvlsegmentation/osvos/圖像語義匹配
SCNet: Learning Semantic Correspondence ICCV2017 Matlab code: https://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 ICCV2017https://github.com/dvornikita/blitznet
目標候選區域分割
FastMask: Segment Multi-scale Object Candidates in One Shot CVPR2017 https://github.com/voidrank/FastMask
視頻分割
Learning to Segment Instances in Videos with Spatial Propagation Network CVPRW2017 https://github.com/JingchunCheng/Seg-with-SPN
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