Cross-domain image description generation using transfer learning

Kinghorn, Philip and Zhang, Li (2018) Cross-domain image description generation using transfer learning. In: Data Science and Knowledge Engineering for Sensing Decision Support. World Scientific, pp. 1462-1469. ISBN 978-981-3273-22-1

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Abstract

In this research, we present image description generation using deep and transfer learning techniques for cross-domain images. The proposed system is able to conduct image captioning for out-of-scope images via fine-tuning and transfer learning. Tested with several cross-domain datasets, the work shows impressive capabilities for describing out-of-domain CCTV surveillance, artwork and healthcare images.

Item Type:	Book Section
Subjects:	G400 Computer Science
Department:	Faculties > Engineering and Environment > Computer and Information Sciences
Depositing User:	Becky Skoyles
Date Deposited:	11 Oct 2018 07:37
Last Modified:	11 Oct 2019 19:00
URI:	http://nrl.northumbria.ac.uk/id/eprint/36235

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