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Fractal Analysis of Radiologists’ Visual Scanning Pattern in Screening Mammography...

by Folami T Alamudun, Hong Jun Yoon, Kathy Hudson, Garnetta Morin-ducote, Georgia Tourassi
Publication Type
Conference Paper
Journal Name
Proceedings of SPIE
Publication Date
Page Numbers
1 to 8
Volume
9416
Conference Name
SPIE Conference on Medical Imaging
Conference Location
Orlando, Florida, United States of America
Conference Date
-

Several investigators have investigated radiologists’ visual scanning patterns with respect to features such as total time examining a case, time to initially hit true lesions, number of hits, etc. The purpose of this study was to examine the complexity of the radiologists’ visual scanning pattern when viewing 4-view mammographic cases, as they typically do in clinical practice. Gaze data were collected from 10 readers (3 breast imaging experts and 7 radiology residents) while reviewing 100 screening mammograms (24 normal, 26 benign, 50 malignant). The radiologists’ scanpaths across the 4 mammographic views were mapped to a single 2-D image plane. Then, fractal analysis was applied on the derived scanpaths using the box counting method. For each case, the complexity of each radiologist’s scanpath was estimated using fractal dimension. The association between gaze complexity, case pathology, case density, and radiologist experience was evaluated using 3 factor fixed effects ANOVA. ANOVA showed that case pathology, breast density, and experience level are all independent predictors of the visual scanning pattern complexity. Visual scanning patterns are significantly different for benign and malignant cases than for normal cases as well as when breast parenchyma density changes.