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Stereo Video Quality assessment using SSIM and depth maps

机译:使用SSIM和深度图进行立体声视频质量评估

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Research on 3D stereoscopic images and videos has been extended quite a lot over the last 10 years. However, there is still empty space for objective quality metrics yet to come for 3D images and videos. Objective quality measurement is based on designing mathematical metrics which result in high correlation with subjective test results that take lots of time to perform in fact. This study mainly relies on SSIM (Structural SIMilarity Index) metric which has been proposed to measure structural similarities between two monoscopic images. But, the work on adaptation of SSIM to stereoscopic videos is found very limited in the literature. In this paper, we propose two approaches to adapt SSIM metric in stereoscopic videos by means of combining depth maps with local and global weighting methods. The proposed metric is evaluated using the SESVIQ (Subjective Evaluation of Stereo Video Quality) methodology for subjective assessment. The results show that our metric highly correlated with subjective scores.
机译:在过去的10年中,对3D立体图像和视频的研究已经扩展了很多。但是,对于3D图像和视频而言,客观质量指标仍然存在空白。客观质量测量基于设计数学指标,从而导致与主观测试结果高度相关,而实际上这些主观测试结果需要大量时间才能执行。这项研究主要依赖于SSIM(结构相似指数)度量标准,该度量标准已被提议用来测量两个单视场图像之间的结构相似性。但是,在文献中发现关于使SSIM适应立体视频的工作非常有限。在本文中,我们提出了两种将深度图与局部和全局加权方法相结合的方法,以适应立体视频中的SSIM度量。使用SESVIQ(立体声视频质量的主观评估)方法对提议的指标进行评估,以进行主观评估。结果表明,我们的指标与主观评分高度相关。

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