Graph convolutional networks in language and vision: A survey

作者：

Highlights：

• This survey introduces the history of GCNs and some important milestones.

• This survey outlines the two types of GCNs (spectral type and spatial type).

• This survey introduces the applications of GCNs in NLP and CV.

• This survey discusses possible research directions for GCNs in the future.

摘要

•This survey introduces the history of GCNs and some important milestones.•This survey outlines the two types of GCNs (spectral type and spatial type).•This survey introduces the applications of GCNs in NLP and CV.•This survey discusses possible research directions for GCNs in the future.

论文关键词：Graph convolutional networks,Deep learning,Natural language processing,Computer vision

论文评审过程：Received 4 March 2022, Revised 9 June 2022, Accepted 9 June 2022, Available online 17 June 2022, Version of Record 4 July 2022.

论文官网地址：https://doi.org/10.1016/j.knosys.2022.109250