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Image caption generation with high-level image features

delete2019-05-01
delete44
PRE
AI
S
Songtao Ding
S
Shiru Qu
Y
Yuling Xi
A
Arun Kumar Sangaiah
万少华 封面图
万少华 (Shaohua Wan) *
DOI:10.1016/j.patrec.2019.03.021delete
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摘要

摘要

En 中文
Recently, caption generation has raised a huge interests in images and videos. However, it is challenging for the models to select proper subjects in a complex background and generate desired captions in high-level vision tasks. Inspired by recent works, we propose a novel image captioning model based on high-level image features. We combine low-level information, such as image quality, with high-level features, such as motion classification and face recognition to detect attention regions of an image. We demonstrate that our attention model produces good performance in experiments on MSCOCO, Flickr 30K, PASCL and SBU datasets. (C) 2019 Elsevier B.V. All rights reserved.
Keyword:
Image captioning
Language model
Bottom-up attention mechanism
Faster R-CNN
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期刊

Pattern Recognition Letters 封面图
Pattern Recognition Letters
IF:
3.3
论文数:
8.0K
被引数:
1.6W

机构

V
vit vellore
学者数:
4.5K
论文数: 4.6K
被引数: 0
N
Northwestern Polytechnical University
学者数:
4.6W
论文数: 3.7W
被引数: 5.3W
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