Visual Search with Image Modification in Age-Related Macular Degeneration

被引:17
作者
Wiecek, Emily [1 ,2 ,3 ]
Jackson, Mary Lou [1 ]
Dakin, Steven C. [3 ,4 ]
Bex, Peter [1 ,2 ]
机构
[1] Massachusetts Eye & Ear Infirm, Boston, MA 02114 USA
[2] Harvard Univ, Sch Med, Dept Ophthalmol, Boston, MA USA
[3] UCL, Inst Ophthalmol, London, England
[4] Moorfields Eye Hosp NHS Fdn Trust, NIHR, Biomed Res Ctr, London, England
关键词
QUALITY-OF-LIFE; OBJECT RECOGNITION; NATURAL SCENES; FACE RECOGNITION; OLDER-ADULTS; READING PERFORMANCE; SPATIAL-FREQUENCY; EYE-MOVEMENTS; LOW-VISION; ENHANCEMENT;
D O I
10.1167/iovs.12-10012
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
PURPOSE. AMD results in loss of central vision and a dependence on low-resolution peripheral vision. While many image enhancement techniques have been proposed, there is a lack of quantitative comparison of the effectiveness of enhancement. We developed a natural visual search task that uses patients' eye movements as a quantitative and functional measure of the efficacy of image modification. METHODS. Eye movements of 17 patients (mean age = 77 years) with AMD were recorded while they searched for target objects in natural images. Eight different image modification methods were implemented and included manipulations of local image or edge contrast, color, and crowding. In a subsequent task, patients ranked their preference of the image modifications. RESULTS. Within individual participants, there was no significant difference in search duration or accuracy across eight different image manipulations. When data were collapsed across all image modifications, a multivariate model identified six significant predictors for normalized search duration including scotoma size and acuity, as well as interactions among scotoma size, age, acuity, and contrast (P < 0.05). Additionally, an analysis of image statistics showed no correlation with search performance across all image modifications. Rank ordering of enhancement methods based on participants' preference revealed a trend that participants preferred the least modified images (P < 0.05). CONCLUSIONS. There was no quantitative effect of image modification on search performance. A better understanding of low-and high-level components of visual search in natural scenes is necessary to improve future attempts at image enhancement for low vision patients. Different search tasks may require alternative image modifications to improve patient functioning and performance. (Invest Ophthalmol Vis Sci. 2012;53:6600-6609) DOI:10.1167/iovs.12-10012
引用
收藏
页码:6600 / 6609
页数:10
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