Study of 2D Foveated Video Quality in Virtual Reality

被引:1
作者
Jin, Yize [1 ]
Chen, Meixu [1 ]
Goodall, Todd [2 ,3 ]
Wan, Zhaolin [4 ]
Bovik, Alan C. [1 ]
机构
[1] Univ Texas Austin, 2501 Speedway, Austin, TX 78712 USA
[2] Apple, Cupertino, CA USA
[3] Facebook Real Labs, 9845 Willows Rd, Redmond, WA USA
[4] Harbin Inst Technol, 92 Xidazhi St, Harbin, Heilongjiang, Peoples R China
来源
APPLICATIONS OF DIGITAL IMAGE PROCESSING XLIII | 2020年 / 11510卷
关键词
foveated video quality assessment; immersive video database; virtual reality; human perception; full reference; SYSTEM;
D O I
10.1117/12.2568883
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In Virtual Reality (VR), the necessity of immersive videos leads to greater challenges in compression and communication owing to the much higher spatial resolution, rapid, and the often real-time changes in viewing direction. Foveation in displays exploits the space-variant density of the retinal photoreceptors, which decreases exponentially with increasing eccentricity, to reduce the amount of data from the visual periphery. Foveated compression is gaining relevance and popularity for Virtual Reality. Likewise, being able to predict the quality of displayed foveated and compressed content has become more important. Towards advancing the development of objective quality assessment algorithms for foveated and compressed measurements of VR video contents, we built a new VR database of foveated/compressed videos, and conducted a human study of perceptual quality on it. A foveated video player having low motion-to-photon latency ((similar to)50ms) was designed to meet the requirements of smooth playback, while an eye tracker was deployed to provide gaze direction in real time. We generated 180 distorted videos from 10 pristine 8K videos (30fps) having varying levels and combinations of foveation and compression distortions. These contents were viewed and quality-rated by 36 subjects in a controlled VR setting. Both the subject ratings and the eye tracking data are being made available along with the rest of the database.
引用
收藏
页数:9
相关论文
共 22 条
[1]   Latency Requirements for Foveated Rendering in Virtual Reality [J].
Albert, Rachel ;
Patney, Anjul ;
Luebke, David ;
Kim, Joohwan .
ACM TRANSACTIONS ON APPLIED PERCEPTION, 2017, 14 (04)
[2]   Study of 3D Virtual Reality Picture Quality [J].
Chen, Meixu ;
Jin, Yize ;
Goodall, Todd ;
Yu, Xiangxu ;
Bovik, Alan Conrad .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2020, 14 (01) :89-102
[3]   Cortical magnification within human primary visual cortex correlates with acuity thresholds [J].
Duncan, RO ;
Boynton, GM .
NEURON, 2003, 38 (04) :659-671
[4]  
Ee-Chien Chang, 1997, Proceedings of the Thirteenth Annual Symposium on Computational Geometry, P397, DOI 10.1145/262839.263024
[5]   A real-time foveated multiresolution system for low-bandwidth video communication [J].
Geisler, WS ;
Perry, JS .
HUMAN VISION AND ELECTRONIC IMAGING III, 1998, 3299 :294-305
[6]   Foveated 3D Graphics [J].
Guenter, Brian ;
Finch, Mark ;
Drucker, Steven ;
Tan, Desney ;
Snyder, John .
ACM TRANSACTIONS ON GRAPHICS, 2012, 31 (06)
[7]   A practical foveation-based rate-shaping mechanism for MPEG videos [J].
Ho, CC ;
Wu, JL ;
Cheng, WH .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2005, 15 (11) :1365-1372
[8]  
Kaplanyan Anton S., 2016, HIGH PERFORMANCE GRA, P151, DOI [DOI 10.2312/HPG.20161201, 10.2312/hpg.20161201]
[9]   Implementation of a foveated image coding system for image bandwidth reduction [J].
Kortum, P ;
Geisler, W .
HUMAN VISION AND ELECTRONIC IMAGING, 1996, 2657 :350-360
[10]   Foveated video compression with optimal rate control [J].
Lee, S ;
Pattichis, MS ;
Bovik, AC .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (07) :977-992