IEEE Trans Vis Comput Graph. 2018 Nov;24(11):2936-2946. doi: 10.1109/TVCG.2018.2868559. Epub 2018 Sep 6.
Recent technical advancements support the application of Optical See-Through Head-Mounted Displays (OST-HMDs) in critical situations like navigation and manufacturing. However, while the form-factor of an OST-HMD occupies less of the user's visual field than in the past, it can still result in critical oversights, e.g., missing a pedestrian while driving a car. In this paper, we design and compare two methods to compensate for the loss of awareness due to the occlusion caused by OST-HMDs. Instead of presenting the occluded content to the user, we detect motion that is not visible to the user and highlight its direction either on the edge of the HMD screen, or by activating LEDs placed in the user's peripheral vision. The methods involve an offline stage, where the occluded visual field and location of each indicator and its associated occluded region of interest (OROI) are determined, and an online stage, where an enhanced optical flow algorithm tracks the motion in the occluded visual field. We have implemented both methods on a Microsoft HoloLens and an ODG R-9. Our prototype systems achieved success rates of 100% in an objective evaluation, and 98.90% in a pilot user study. Our methods are able to compensate for the loss of safety-critical information in the occluded visual field for state-of-the-art OST-HMDs and can be extended for their future generations.
最近的技术进步支持在导航和制造等关键情况下应用光学透视头戴式显示器(OST-HMD)。然而,尽管 OST-HMD 的外形尺寸比过去占据用户视野的空间更小,但它仍然可能导致关键的疏忽,例如在驾驶汽车时忽略行人。在本文中,我们设计并比较了两种方法来补偿 OST-HMD 遮挡造成的感知损失。我们没有向用户呈现被遮挡的内容,而是检测用户无法看到的运动,并在 HMD 屏幕边缘或通过激活用户周边视野中的 LED 来突出显示其方向。这些方法涉及离线阶段,在该阶段确定被遮挡的视野以及每个指示器及其相关的感兴趣遮挡区域(OROI)的位置,以及在线阶段,在该阶段,增强的光流算法跟踪被遮挡视野中的运动。我们已经在 Microsoft HoloLens 和 ODG R-9 上实现了这两种方法。我们的原型系统在客观评估中达到了 100%的成功率,在试点用户研究中达到了 98.90%的成功率。我们的方法能够补偿最先进的 OST-HMD 被遮挡视野中丢失的安全关键信息,并可以为其下一代产品进行扩展。