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arXiv 2102.08155cs.CVcs.LG
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Differentiating Surgeon Expertise Solely by Eye Movement Features

University of Tübingen(图宾根大学);Mahidol University(玛希隆大学);Ramathibodi Hospital(拉玛铁菩提医院)

Benedikt Hosp, Myat Su Yin, Peter Haddawy, Paphon Sa-Ngasoongsong, Enkelejda Kasneci

英文摘要:

Developments in computer science in recent years are moving into hospitals. Surgeons are faced with ever new technical challenges. Visual perception plays a key role in most of these. Diagnostic and training models are needed to optimize the training of young surgeons. In this study, we present a model for classifying experts, 4th-year residents and 3rd-year residents, using only eye movements. We show a model that uses a minimal set of features and still achieve a robust accuracy of 76.46 % to classify eye movements into the correct class. Likewise, in this study, we address the evolutionary steps of visual perception between three expertise classes, forming a first step towards a diagnostic model for expertise.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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