Abstract
With the widespread virtual reality headsets, the way humans experiencing the virtual environment is rapidly changing. Visual fatigue even extended while using Head-Mounted Displays (HMDs) with near-eye displays embedded. Eye tracker can be used to assess visual fatigue. Recently eye-tracking technology was included in virtual reality headsets such as the FOVE and HTC Vive Pro Eye, which provides a hardware basis for assessing visual fatigue of virtual reality HMDs using the eye tracker. This paper proposed using only HMD intergraded with eye-tracking (HTC Vive Pro Eye) to assess visual fatigue. As no measurement method for the visual fatigue caused by HMDs has been widely accepted, we use how long users use HMDs to demarcate visual fatigue. We implemented three classifications to employ a feature set that contains 13 eye-related features. Two of the models can provide an accurate visual fatigue level.
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