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Neural representation of the bottom-up saliency map of natural scenes in human primary visual cortex

机译:人类初级视觉皮层自然场景自下而上显着图的神经表示

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Zhang and colleagues recently showed that neural activities in V1 could create a bottom-up saliency map (Neuron, 73, 183-192, 2012). In that study, they used simple bar textures and a salient region was created by the orientation contrast between foreground and background bars. Here, we tested if their conclusion can generalize to complex natural scenes. Fifty natural images were selected from the internet based on the output of a prominent saliency model proposed by Itti and Koch (1998). The model predicted that all the natural images had a focal, lateral salient region, which was confirmed by a psychophysical experiment. In the experiment, to avoid top-down influences, each image was presented with a low contrast for only 50 ms and was followed by a high-contrast mask, which rendered the whole image invisible to subjects (confirmed by a forced-choice test). The Posner cueing paradigm was adopted to measure the spatial cueing effect (i.e. saliency) of the predicted salient region on an orientation discrimination task. A positive cueing effect was found and the magnitude of the cueing effect was consistent with the saliency prediction of the model. In a following fMRI experiment, we also used the masked natural scenes and measured BOLD signals responding to the predicted salient region (relative to the background). We found that the BOLD signal in V1, but not in other cortical areas, could well predict the cueing effect. These findings suggest that the bottom-up saliency map of natural scenes could be constructed in V1, providing further compelling evidence for the V1 saliency theory (Li, 2001).
机译:Zhang及其同事最近表明,V1中的神经活动可以创建自下而上的显着性图(Neuron,73,183-192,2012)。在该研究中,他们使用简单的条纹理,并且通过前景条和背景条之间的方向对比创建了一个显着区域。在这里,我们测试了他们的结论是否可以推广到复杂的自然场景。根据Itti和Koch(1998)提出的显着显着性模型的输出,从互联网上选择了五十个自然图像。该模型预测,所有自然图像都具有一个焦点侧向显着区域,这一点已通过心理物理实验得到了证实。在实验中,为避免自上而下的影响,每张图像仅在50毫秒内呈现低对比度,然后是高对比度的蒙版,这使整个图像对对象不可见(通过强制选择测试确认) 。采用了Posner提示模式来测量预测的显着区域在方向识别任务上的空间提示效果(即显着性)。发现了积极的提示效果,提示效果的大小与模型的显着性预测一致。在随后的fMRI实验中,我们还使用了被遮罩的自然场景,并测量了响应于预测的显着区域(相对于背景)的BOLD信号。我们发现,V1中的BOLD信号可以很好地预测提示效果,但在其他皮质区域中则不然。这些发现表明,可以在V1中构建自然场景的自下而上的显着性图,这为V1显着性理论提供了进一步的有力证据(Li,2001)。

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