Gated Object-Attribute Matching Network for Detailed Image Caption

المؤلفون المشاركون

Xu, Zhiwei
Yun, Jing
Gao, GuangLai

المصدر

Mathematical Problems in Engineering

العدد

المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-11، 11ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2020-01-13

دولة النشر

مصر

عدد الصفحات

11

التخصصات الرئيسية

هندسة مدنية

الملخص EN

Image caption enables computers to generate a text description of images automatically.

However, the generated description is not good enough recently.

Computers can describe what objects are in the image but cannot give more details about these objects.

In this study, we present a novel image caption approach to give more details when describing objects.

In detail, a visual attention-based LSTM is used to find the objects, as well as a semantic attention-based LSTM is used for giving semantic attributes.

At last, a gated object-attribute matching network is used to match the objects to their semantic attributes.

The experiments on the public datasets of Flickr30k and MSCOCO demonstrate that the proposed approach improved the quality of the image caption, compared with the most advanced methods at present.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Yun, Jing& Xu, Zhiwei& Gao, GuangLai. 2020. Gated Object-Attribute Matching Network for Detailed Image Caption. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1202332

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Yun, Jing…[et al.]. Gated Object-Attribute Matching Network for Detailed Image Caption. Mathematical Problems in Engineering No. 2020 (2020), pp.1-11.
https://search.emarefa.net/detail/BIM-1202332

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Yun, Jing& Xu, Zhiwei& Gao, GuangLai. Gated Object-Attribute Matching Network for Detailed Image Caption. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1202332

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1202332