Integrating Eye -Gaze Data into CXR DL Approaches: A Preliminary study

2023 IEEE CONFERENCE ON VIRTUAL REALITY AND 3D USER INTERFACES ABSTRACTS AND WORKSHOPS, VRW(2023)

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摘要
This paper proposes a novel multimoclal DL architecture incorporating medical_ images and eye-tracking data for abnormality detection in chest x-rays, Our results show that applying eye gaze data directly into DL architectures does not show superior predictive performance in abnormality detection chest X-rays. These results support other works in the literature and suggest that human -generated data, such as eye gaze, needs a more thorough investigation before being applied to DL architectures.
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关键词
Computing methodologies,Artificial intelligence,Computer vision Computer vision problem Eye-Tracking,Human-centered computing,Virtual reality
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