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作者:

Li, Jian (Li, Jian.) | Su, Li (Su, Li.) | Wu, Bo (Wu, Bo.) | Pang, Junbiao (Pang, Junbiao.) (学者:庞俊彪) | Wang, Chunfeng (Wang, Chunfeng.) | Wu, Zhe (Wu, Zhe.) | Huang, Qingming (Huang, Qingming.)

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EI Scopus

摘要:

We proposed a novel model to predict human's visual attention when free-viewing webpages. Compared with natural images, webpages are usually full of salient regions such as logos, text, and faces, while few of them attract human's attention in a short sight. Moreover, webpages perform distinct viewing patterns which are quite different from the natural images. In this paper, we introduced multi-features according to our observation on webpages characters and related eye-tracking data. Further, in order to achieve a flexible adaptation to various types of webpages, we employed a machine-learning framework based on our proposed features. Experimental results demonstrate that our model outperforms other state-of-the-art methods in webpage saliency prediction. © 2016 IEEE.

关键词:

Behavioral research Eye tracking Forecasting Image processing Support vector machines Websites

作者机构:

  • [ 1 ] [Li, Jian]Beijing University of Posts and Telecommunications, China
  • [ 2 ] [Su, Li]Key Lab on Big Data Mining and Knowledge Mgmt., University of Chinese Academy of Sciences, China
  • [ 3 ] [Su, Li]Key Lab of Intel. Inf. Proc., Inst. of Computing Teth., Chinese Academy of Sciences, China
  • [ 4 ] [Wu, Bo]Capital Medical University, China
  • [ 5 ] [Pang, Junbiao]College of Metropolitan Transportation, Beijing University of Technology, China
  • [ 6 ] [Wang, Chunfeng]Key Lab on Big Data Mining and Knowledge Mgmt., University of Chinese Academy of Sciences, China
  • [ 7 ] [Wang, Chunfeng]Key Lab of Intel. Inf. Proc., Inst. of Computing Teth., Chinese Academy of Sciences, China
  • [ 8 ] [Wu, Zhe]Key Lab on Big Data Mining and Knowledge Mgmt., University of Chinese Academy of Sciences, China
  • [ 9 ] [Wu, Zhe]Key Lab of Intel. Inf. Proc., Inst. of Computing Teth., Chinese Academy of Sciences, China
  • [ 10 ] [Huang, Qingming]Key Lab on Big Data Mining and Knowledge Mgmt., University of Chinese Academy of Sciences, China
  • [ 11 ] [Huang, Qingming]Key Lab of Intel. Inf. Proc., Inst. of Computing Teth., Chinese Academy of Sciences, China

通讯作者信息:

  • [su, li]key lab of intel. inf. proc., inst. of computing teth., chinese academy of sciences, china;;[su, li]key lab on big data mining and knowledge mgmt., university of chinese academy of sciences, china

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ISSN: 1522-4880

年份: 2016

卷: 2016-August

页码: 674-678

语种: 英文

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 17

ESI高被引论文在榜: 0 展开所有

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