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Color image modification based on visual saliency for guiding visual attention

机译:基于视觉显着性的彩色图像修改以引导视觉注意

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In this paper, we propose a modification method of color image, for a given region in the image, to obtain the image in which the region shows the highest saliency. Generally, it is thought that the most important part of an information system that assists human activities is a natural interface with human. In addition, eye-gaze information strongly reflects the human interest or their attention. Therefore, a gaze-based interface is promising for future practical applications. In particular, if we can smoothly guide the user's visual attention toward a target without interrupting their current visual attention, the usefulness of the gaze-based interface will be highly enhanced. In order to realize a novel interface based on visual attention, we propose a modification method for color image based on visual saliency map. The proposed method iteratively modifies the intensity and color so that the saliency inside the specified region increases while that outside the region decreases. This iteration is carried out until we obtain the image in which the specified region is most salient over the entire image. With the image obtained in this way, we can smoothly attract the user's visual attention to the specified region, without any interruption to the user's gaze. We evaluated the proposed method by a gaze measurement system and subjective experiments. As a result, we confirmed that the user's visual attention is indeed attracted toward our specified region without uncomfortable feeling.
机译:在本文中,我们提出了一种针对图像中给定区域的彩色图像修改方法,以获得该区域显示出最高显着性的图像。通常,人们认为,有助于人类活动的信息系统最重要的部分是与人类的自然接口。另外,注视信息强烈反映了人类的兴趣或他们的注意力。因此,基于注视的界面有望在未来的实际应用中大放异彩。特别是,如果我们能够在不中断用户当前视觉注意力的情况下平稳地将用户的视觉注意力引向目标,则基于凝视的界面的实用性将得到极大增强。为了实现一种基于视觉注意力的新颖界面,我们提出了一种基于视觉显着性图的彩色图像修改方法。所提出的方法反复修改强度和颜色,以使指定区域内的显着性增加,而区域外的显着性减小。进行该迭代,直到获得在整个图像上指定区域最显着的图像。通过以这种方式获得的图像,我们可以将用户的视觉注意力平稳地吸引到指定区域,而不会打扰用户的视线。我们通过凝视测量系统和主观实验对提出的方法进行了评估。结果,我们确认用户的视觉注意力确实被吸引到我们的指定区域而没有不舒适的感觉。

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