图像抠图matting开源的算法数据集小结

常见开源项目

近期由于工作需要简单找了几个常见的开源抠图算法，做了一下整理

传统方法：

• closed-form matting :

paper: http://people.csail.mit.edu/alevin/papers/Matting-Levin-Lischinski-Weiss-CVPR06.pdf

code : https://github.com/MarcoForte/closed-form-matting

• knn matting

paper: https://repository.ust.hk/ir/bitstream/1783.1-55952/1/KNN_Matting_CVPR2012.pdf

code : https://github.com/MarcoForte/knn-matting

• shared matting

paper: https://inf.ufrgs.br/~eslgastal/SharedMatting/Gastal_Oliveira_EG2010_Shared_Matting.pdf

code : https://github.com/np-csu/AlphaMatting

深度学习：

• Deep Image matting

paper: https://arxiv.org/pdf/1703.03872.pdf

code : https://github.com/foamliu/Deep-Image-Matting-PyTorch

• GCA-Matting

paper: https://arxiv.org/pdf/2001.04069.pdf

code : https://github.com/Yaoyi-Li/GCA-Matting

• AlphaGAN：

paper: https://arxiv.org/pdf/1807.10088.pdf

code : https://github.com/CDOTAD/AlphaGAN-Matting

• FBA_Matting：

paper: https://arxiv.org/pdf/2003.07711.pdf

code : https://github.com/MarcoForte/FBA_Matting

• IndexNet_matting：

paper: https://arxiv.org/pdf/1908.00672.pdf

code : https://github.com/poppinace/indexnet_matting

• MODNet

paper: https://arxiv.org/pdf/2011.11961.pdf

code : https://github.com/ZHKKKe/MODNet

• Background-Matting

paper: https://arxiv.org/abs/2004.00626

code ：https://github.com/senguptaumd/Background-Matting

https://github.com/PeterL1n/BackgroundMattingV2

数据集：

• VideoMatte 和 PhotoMatte

https://grail.cs.washington.edu/projects/background-matting-v2/#/datasets

• AlphaMatting

http://www.alphamatting.com/datasets.php

• Adobe Image Matting dataset

Please contact Brian Price ([email protected]) requesting for the Adobe Image Matting dataset;

工具：

• python的工具包：

pymatting: https://github.com/pymatting/pymatting