沉浸式视频质量评价综述
Immersive Video Quality Assessment: An Overview
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摘要: 近年来,随着计算机视觉处理技术的深入研究和虚拟现实设备的不断普及,沉浸式媒体技术飞速发展并在各个领域得到初步应用。考虑到沉浸式视频产生的质量损耗会影响用户身临其境的沉浸式视觉感受,基于沉浸式视频的质量评价研究成为视频处理领域的研究重点并逐渐引起研究者们的重视。如何量化沉浸式视频的质量损耗并进行质量评价,设计符合人眼视觉感知的算法,用以准确高效地评估视频质量,对于沉浸式视频处理研究领域的发展具有学术研究意义和实际应用价值。本文首先回顾了沉浸式视频主观质量评价数据库和客观质量评价方法的研究,然后介绍了近期涉及沉浸式视频质量评价的主要技术,即深度信息和虚拟视图合成,最后对沉浸式视频质量评价研究工作进行总结和展望。Abstract: In recent years, immersive media technology has developed rapidly and gotten initial implementation in many fields with the computer vision research and the continuous emergence of virtual reality devices. Considering that the quality loss generated by distorted immersive video is reflected in the user's intuitive perception, quality assessment research based on immersive video has become the study focus in the field of immersive video processing and has gradually attracted the attention of researchers. How to quantify the quality loss of immersive video and to evaluate the quality, and design algorithms that match the visual perception of human eyes for accurate and efficient assessment of video quality are of academic research significance and practical application value for the development of the research field of immersive video processing. This paper reviews recent research on immersive video subjective quality assessment databases and objective quality assessment methods. In addition, this paper analyzes the latest techniques related to immersive video quality assessment, such as depth information and virtual view synthesis. Finally, the research work on immersive video quality assessment is summarized and prospected.