Learning cross-modal aligned representation with graph embedding

Y Zhang, J Cao, X Gu - IEEE Access, 2018 - ieeexplore.ieee.org
The main task of cross-modal analysis is to learn discriminative representation shared
across different modalities. In order to pursue aligned representation, conventional …

Cross-modal Metric Learning with Graph Embedding

Y Zhang, X Gu - 2018 International Joint Conference on Neural …, 2018 - ieeexplore.ieee.org
Metric learning with neural networks has exhibited promising improvements in
representation learning. Yet cross-modal retrieval poses a unique challenge to metric …