以凝视行为和图像显著性分析为特征的大脑视觉障碍的目标识别。

IF 1.4 4区 医学 Q4 CLINICAL NEUROLOGY
Claire E. Manley , Kerri Walter , Serena Micheletti , Matthew Tietjen , Emily Cantillon , Elisa M. Fazzi , Peter J. Bex , Lotfi B. Merabet
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引用次数: 1

摘要

患有脑视觉障碍(CVI)的人很难识别常见的物体,尤其是当以漫画或抽象图像呈现时。在这项研究中,参与者被展示了十个常见物体的一系列图像,每个物体都来自五个可能的类别,从抽象的黑白线条图到彩色照片。50名CVI患者和50名神经正常对照者口头识别了每个对象,并收集了成功率和反应时间。使用眼动仪记录视觉凝视行为,以量化探索的视觉搜索区域的范围和注视次数。还进行了受试者操作特征(ROC)分析,以比较个体眼睛凝视模式的分布与由基于图形的视觉显著性(GBVS)模型计算的图像显著性特征之间的对准程度。与对照组相比,CVI参与者在识别物体时表现出明显较低的成功率和较长的反应时间。在CVI组中,从抽象的黑白图像到彩色照片的成功率有所提高,这表明物体形状(由轮廓和轮廓定义)和颜色是正确识别的重要线索。眼睛跟踪数据显示,与对照组相比,CVI组显示出显著更大的视觉搜索区域和每张图像的注视次数,并且CVI组的眼睛凝视模式分布与图像的高显著性特征不太一致。这些结果对帮助理解与CVI相关的视觉感知困难的复杂情况具有重要意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Object identification in cerebral visual impairment characterized by gaze behavior and image saliency analysis

Individuals with cerebral visual impairment (CVI) have difficulties identifying common objects, especially when presented as cartoons or abstract images. In this study, participants were shown a series of images of ten common objects, each from five possible categories ranging from abstract black & white line drawings to color photographs. Fifty individuals with CVI and 50 neurotypical controls verbally identified each object and success rates and reaction times were collected. Visual gaze behavior was recorded using an eye tracker to quantify the extent of visual search area explored and number of fixations. A receiver operating characteristic (ROC) analysis was also carried out to compare the degree of alignment between the distribution of individual eye gaze patterns and image saliency features computed by the graph-based visual saliency (GBVS) model. Compared to controls, CVI participants showed significantly lower success rates and longer reaction times when identifying objects. In the CVI group, success rate improved moving from abstract black & white images to color photographs, suggesting that object form (as defined by outlines and contours) and color are important cues for correct identification. Eye tracking data revealed that the CVI group showed significantly greater visual search areas and number of fixations per image, and the distribution of eye gaze patterns in the CVI group was less aligned with the high saliency features of the image compared to controls. These results have important implications in helping to understand the complex profile of visual perceptual difficulties associated with CVI.

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来源期刊
Brain & Development
Brain & Development 医学-临床神经学
CiteScore
3.60
自引率
0.00%
发文量
153
审稿时长
50 days
期刊介绍: Brain and Development (ISSN 0387-7604) is the Official Journal of the Japanese Society of Child Neurology, and is aimed to promote clinical child neurology and developmental neuroscience. The journal is devoted to publishing Review Articles, Full Length Original Papers, Case Reports and Letters to the Editor in the field of Child Neurology and related sciences. Proceedings of meetings, and professional announcements will be published at the Editor''s discretion. Letters concerning articles published in Brain and Development and other relevant issues are also welcome.
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