Deep Learning Markov Random Field for Semantic Segmentation.

Ziwei Liu,Xiaoxiao Li,Ping Luo,Chen Change Loy,Xiaoou Tang

IEEE Transactions on Pattern Analysis and Machine Intelligence（2018）

引用 189|浏览189

暂无评分

摘要

Semantic segmentation tasks can be well modeled by Markov Random Field (MRF). This paper addresses semantic segmentation by incorporating high-order relations and mixture of label contexts into MRF. Unlike previous works that optimized MRFs using iterative algorithm, we solve MRF by proposing a Convolutional Neural Network (CNN), namely Deep Parsing Network (DPN), which enables deterministic end-t...

查看译文

关键词

Image segmentation,Semantics,Markov random fields,Videos,Computational modeling,Neural networks,Computer architecture

AI 理解论文

溯源树

样例

生成溯源树，研究论文发展脉络

Chat Paper

正在生成论文摘要