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Emotional content of an image attracts attention more than visually salient features in various signal-to-noise ratio conditions

机译:在各种信噪比条件下,图像的情感内容比视觉上的显着特征更引人注目

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Abstract Abstract: Abstract?? Emotional images are processed in a prioritized manner, attracting attention almost immediately. In the present study we used eye tracking to reveal what type of features within neutral, positive, and negative images attract early visual attention: semantics, visual saliency, or their interaction. Semantic regions of interest were selected by observers, while visual saliency was determined using the Graph-Based Visual Saliency model. Images were transformed by adding pink noise in several proportions to be presented in a sequence of increasing and decreasing clarity. Locations of the first two fixations were analyzed. The results showed dominance of semantic features over visual saliency in attracting attention. This dominance was linearly related to the signal-to-noise ratio. Semantic regions were fixated more often in emotional images than in neutral ones, if signal-to-noise ratio was high enough to allow participants to comprehend the gist of a scene. Visual saliency on its own did not attract attention above chance, even in the case of pure noise images. Regions both visually salient and semantically relevant attracted a similar amount of fixation compared to semantic regions alone, or even more in the case of neutral pictures. Results provide evidence for fast and robust detection of semantically relevant features.
机译:摘要摘要:摘要?情感图像会按优先顺序进行处理,几乎立即引起了人们的注意。在本研究中,我们使用眼动追踪来揭示中性,正面和负面图像中的哪些类型的特征吸引了早期的视觉注意力:语义,视觉显着性或其相互作用。观察者选择感兴趣的语义区域,同时使用基于图的视觉显着性模型确定视觉显着性。通过按几个比例添加粉红噪声对图像进行变换,以增加和减少清晰度的顺序显示。分析了前两个固定的位置。结果表明,在吸引注意力方面,语义特征优于视觉显着性。该优势与信噪比线性相关。如果信噪比足够高,可以让参与者理解场景的要旨,则在情感图像中,语义区域比在中性图像中固定的频率更高。即使在纯噪声图像的情况下,单独的视觉显着性也不会引起注意。与单独的语义区域相比,视觉上显着和语义相关的区域吸引的注视量相似,在中性图片的情况下甚至更多。结果为快速,可靠地检测语义相关特征提供了证据。

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