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融合运动信息的三维视觉显著性算法研究

卢晶 张晓林 陈利利 李嘉茂

计算机工程2018,Vol.44Issue(1):238-246,9.
计算机工程2018,Vol.44Issue(1):238-246,9.DOI:10.3969/j.issn.1000-3428.2018.01.040

融合运动信息的三维视觉显著性算法研究

Research on 3D Vision Saliency Algorithm with Fusion Motion Information

卢晶 1张晓林 2陈利利 1李嘉茂1

作者信息

  • 1. 中国科学院上海微系统与信息技术研究所,上海200050
  • 2. 中国科学院大学,北京100049
  • 折叠

摘要

Abstract

Most of the research on visual saliency in computer vision is limited to 2D image,and ignore the fact that human vision attention decision making operates in real 3D dynamic scene.So this paper proposes a 3D vision saliency algorithm which combines saliency computing framework with multiple features.Using color information of the scene,motion information and depth information,the saliency results of each characteristic channel are calculated respectively,and the final saliency results are obtained by dynamic fusion.Due to the lack of datasets of saliency in 3D scenes,this paper also proposes a new dataset for the evaluation of relevant algorithms.Compared with HC algorithm,RC algorithm,and GMR algorithm,quantitative results prove that the proposed algorithm outperforms all the other algorithms and better fits the visual attention mechanism of human eyes.

关键词

视觉显著性/三维场景/运动信息/深度信息/对比度/融合

Key words

visual saliency/3 D scene/motion information/depth information/contrast rate/fusion

分类

信息技术与安全科学

引用本文复制引用

卢晶,张晓林,陈利利,李嘉茂..融合运动信息的三维视觉显著性算法研究[J].计算机工程,2018,44(1):238-246,9.

基金项目

上海市青年科技英才扬帆计划项目(14YF1407300). (14YF1407300)

计算机工程

OA北大核心CSCDCSTPCD

1000-3428

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