卢湖川

个人信息Personal Information

教授

博士生导师

硕士生导师

主要任职:未来技术学院/人工智能学院执行院长

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:信息与通信工程学院

学科:信号与信息处理

办公地点:大连理工大学未来技术学院/人工智能学院218

联系方式:****

电子邮箱:lhchuan@dlut.edu.cn

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Fixation prediction with a combined model of bottom-up saliency and vanishing point

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论文类型:会议论文

发表时间:2016-03-07

收录刊物:EI、CPCI-S

摘要:By predicting where humans look in natural scenes, we can understand how they perceive complex natural scenes and prioritize information for further high-level visual processing. Several models have been proposed for this purpose, yet there is a gap between best existing saliency models and human performance. While many researchers have developed purely computational models for fixation prediction, less attempts have been made to discover cognitive factors that guide gaze. Here, we study the effect of a particular type of scene structural information, known as the vanishing point, and show that human gaze is attracted to the vanishing point regions. We record eye movements of 10 observers over 532 images, out of which 319 have vanishing points. We then construct a combined model of traditional saliency and a vanishing point channel and show that our model outperforms state of the art saliency models using three scores on our dataset.