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基于注视行为和图像显著度分析的脑视觉障碍中的目标识别。

Object identification in cerebral visual impairment characterized by gaze behavior and image saliency analysis.

机构信息

The Laboratory for Visual Neuroplasticity, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, USA.

Translational Vision Lab. Department of Psychology, Northeastern University, Boston, MA, USA.

出版信息

Brain Dev. 2023 Sep;45(8):432-444. doi: 10.1016/j.braindev.2023.05.001. Epub 2023 May 13.

Abstract

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.

摘要

个体患有大脑性视觉障碍(CVI)时,难以识别常见物体,尤其是呈现为卡通或抽象图像时。在这项研究中,参与者观看了一系列十件常见物体的图像,这些物体来自五个可能的类别,范围从抽象的黑白线条画到彩色照片。五十名 CVI 患者和五十名神经典型对照组人员口头识别了每个物体,并记录了成功率和反应时间。使用眼动追踪器记录视觉注视行为,以量化所探索的视觉搜索区域的范围和注视次数。还进行了接收者操作特征(ROC)分析,以比较个体眼动模式的分布与基于图的视觉显著性(GBVS)模型计算的图像显著性特征之间的对齐程度。与对照组相比,CVI 参与者在识别物体时的成功率明显较低,反应时间也较长。在 CVI 组中,从抽象的黑白图像到彩色照片,成功率有所提高,这表明物体的形状(由轮廓线和轮廓定义)和颜色是正确识别的重要线索。眼动追踪数据显示,CVI 组的视觉搜索区域和每个图像的注视次数明显更大,与对照组相比,CVI 组的眼动模式分布与图像的高显著性特征的对齐程度较低。这些结果对于帮助理解与 CVI 相关的复杂视觉感知困难特征具有重要意义。

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