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Towards foveated rendering for gaze-tracked virtual reality

计算机视觉 计算机科学 人工智能 渲染(计算机图形) 周边视觉 凝视 扫视 计算机图形学(图像) 感知 眼动 眼球运动 生物 神经科学
作者
Anjul Patney,Marco Salvi,Joohwan Kim,Anton Kaplanyan,Chris Wyman,Nir Benty,David Luebke,Aaron Lefohn
出处
期刊:ACM Transactions on Graphics [Association for Computing Machinery]
卷期号:35 (6): 1-12 被引量:415
标识
DOI:10.1145/2980179.2980246
摘要

Foveated rendering synthesizes images with progressively less detail outside the eye fixation region, potentially unlocking significant speedups for wide field-of-view displays, such as head mounted displays, where target framerate and resolution is increasing faster than the performance of traditional real-time renderers. To study and improve potential gains, we designed a foveated rendering user study to evaluate the perceptual abilities of human peripheral vision when viewing today's displays. We determined that filtering peripheral regions reduces contrast, inducing a sense of tunnel vision. When applying a postprocess contrast enhancement, subjects tolerated up to 2× larger blur radius before detecting differences from a non-foveated ground truth. After verifying these insights on both desktop and head mounted displays augmented with high-speed gaze-tracking, we designed a perceptual target image to strive for when engineering a production foveated renderer. Given our perceptual target, we designed a practical foveated rendering system that reduces number of shades by up to 70% and allows coarsened shading up to 30° closer to the fovea than Guenter et al. [2012] without introducing perceivable aliasing or blur. We filter both pre- and post-shading to address aliasing from undersampling in the periphery, introduce a novel multiresolution- and saccade-aware temporal antialising algorithm, and use contrast enhancement to help recover peripheral details that are resolvable by our eye but degraded by filtering. We validate our system by performing another user study. Frequency analysis shows our system closely matches our perceptual target. Measurements of temporal stability show we obtain quality similar to temporally filtered non-foveated renderings.
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