【资源】弱监督语义分割 state-or-art 资源列表

分享一个弱监督语义分割 state-or-art 资源列表,包括相关论文和资源,还有作者的笔记等,供大家参考,如果有什么补充或建议也欢迎发邮件给作者(dxzhang@zju.edu.cn)~

更多Awsome Github资源请关注:【Awsome】GitHub 资源汇总


Last update 2019/4

  • [✔] Paper list
    • [✔] instance
    • [✔] box
    • [✔] one-shot
    • [✔] others
  • [✔] Resources

some unsupervised segment proposal methods and datasets here.

CVPR 2018 Tutorial : WSL web&ppt, Part1 ,Part2

Typical weak supervised segmentation problems

No Supervision Difficulty Domain Core issues
1 Bounding box middle annotated classes transfer learning
2 One-shot segment middle similar objects one-shot learning
3 Image/video label hard annotated classes transfer learning
4 Others n/a n/a n/a


1.Bounding box supervision


2.One-Shot segmentation supervision

DAVIS Challenge: http://davischallenge.org/

: Davis17/18(Semi-supervised Video segmentation task), Davis16 is video salient object segmentation without the first frame annotations.


3.Image/video label supervision

file



Resource

Propagate method Papers
Global Max Pooling(GMP) Is object localization for free? - Weakly-supervised learning with convolutional neural networks,CVPR 2015
Global Average Pooling(GAP) Learning Deep Features for Discriminative Localization CVPR 2016
Log-sum-exponential Pooling(LSE) ProNet: Learning to Propose Object-specific Boxes for Cascaded Neural Networks,CVPR 2016
Global Weighted Rank Pooling(GWRP) SEC ECCV 2016
Global rank Max-Min Pooling(GRP) WILDCAT, CVPR 2017


3.2 Weakly supervised Detection / Localization(TODO)


4.Other supervision

Points

Scribbles


5.Close Related or unpublished work





推荐阅读
【资源】语义分割 paper 以及 code 汇总
图片语义分割深度学习算法要点回顾
有关语义分割的奇技淫巧有哪些:分享一些实用的纯工程 tricks