Document (#43069)

Author

Li, W.
Zheng, Y.
Zhan, Y.
Feng, R.
Zhang, T.
Fan, W.

Title

Cross-modal retrieval with dual multi-angle self-attention

Source

Journal of the Association for Information Science and Technology. 72(2021) no.1, S.46-65

Year

2021

Abstract

In recent years, cross-modal retrieval has been a popular research topic in both fields of computer vision and natural language processing. There is a huge semantic gap between different modalities on account of heterogeneous properties. How to establish the correlation among different modality data faces enormous challenges. In this work, we propose a novel end-to-end framework named Dual Multi-Angle Self-Attention (DMASA) for cross-modal retrieval. Multiple self-attention mechanisms are applied to extract fine-grained features for both images and texts from different angles. We then integrate coarse-grained and fine-grained features into a multimodal embedding space, in which the similarity degrees between images and texts can be directly compared. Moreover, we propose a special multistage training strategy, in which the preceding stage can provide a good initial value for the succeeding stage and make our framework work better. Very promising experimental results over the state-of-the-art methods can be achieved on three benchmark datasets of Flickr8k, Flickr30k, and MSCOCO.

Content

Vgl.: https://asistdl.onlinelibrary.wiley.com/doi/10.1002/asi.24373.

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