README.md

The More You Know: Using Knowledge Graphs for Image Classification

@inproceedings{mlc_gnn_cvpr17,
  author    = {Kenneth Marino and
               Ruslan Salakhutdinov and
               Abhinav Gupta},
  title     = {The More You Know: Using Knowledge Graphs for Image Classification},
  booktitle = {The {IEEE} Conference on Computer Vision and Pattern Recognition (CVPR)},
  pages     = {20--28},
  year      = {2017}
}

links

• arXiv
• spotlight
• cvpr

summary

• improving performance on multi-label image classification using structured prior knowledge forms the main goal
• the authors build on GGNNs in order to incorporate large knowledge graphs into a vision classification pipeline
• in experiments, the method outperfroms standard neural net baselines both quantitatively and qualitatively