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CUQI:心脏超声视频质量指数。

CUQI: cardiac ultrasound video quality index.

作者信息

Razaak Manzoor, Martini Maria G

机构信息

Kingston University , Wireless and Multimedia Networking Research Group, Penhryn Road, Kingston upon Thames, KT1 2EE, London, United Kingdom.

出版信息

J Med Imaging (Bellingham). 2016 Jan;3(1):011011. doi: 10.1117/1.JMI.3.1.011011. Epub 2016 Mar 14.

Abstract

Medical images and videos are now increasingly part of modern telecommunication applications, including telemedicinal applications, favored by advancements in video compression and communication technologies. Medical video quality evaluation is essential for modern applications since compression and transmission processes often compromise the video quality. Several state-of-the-art video quality metrics used for quality evaluation assess the perceptual quality of the video. For a medical video, assessing quality in terms of "diagnostic" value rather than "perceptual" quality is more important. We present a diagnostic-quality-oriented video quality metric for quality evaluation of cardiac ultrasound videos. Cardiac ultrasound videos are characterized by rapid repetitive cardiac motions and distinct structural information characteristics that are explored by the proposed metric. Cardiac ultrasound video quality index, the proposed metric, is a full reference metric and uses the motion and edge information of the cardiac ultrasound video to evaluate the video quality. The metric was evaluated for its performance in approximating the quality of cardiac ultrasound videos by testing its correlation with the subjective scores of medical experts. The results of our tests showed that the metric has high correlation with medical expert opinions and in several cases outperforms the state-of-the-art video quality metrics considered in our tests.

摘要

医学图像和视频如今越来越多地成为现代电信应用的一部分,包括远程医疗应用,这得益于视频压缩和通信技术的进步。医学视频质量评估对于现代应用至关重要,因为压缩和传输过程常常会损害视频质量。用于质量评估的几种先进视频质量指标评估的是视频的感知质量。对于医学视频而言,从“诊断”价值而非“感知”质量的角度评估质量更为重要。我们提出了一种面向诊断质量的视频质量指标,用于评估心脏超声视频的质量。心脏超声视频的特点是心脏运动快速重复且具有独特的结构信息特征,所提出的指标对这些特征进行了探究。所提出的指标——心脏超声视频质量指数,是一种全参考指标,它利用心脏超声视频的运动和边缘信息来评估视频质量。通过测试该指标与医学专家主观评分的相关性,对其在近似心脏超声视频质量方面的性能进行了评估。我们的测试结果表明,该指标与医学专家的意见具有高度相关性,并且在某些情况下优于我们测试中所考虑的先进视频质量指标。

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本文引用的文献

1
A study on quality assessment for medical ultrasound video compressed via HEVC.基于 HEVC 的医学超声视频压缩质量评估研究。
IEEE J Biomed Health Inform. 2014 Sep;18(5):1552-9. doi: 10.1109/JBHI.2014.2326891. Epub 2014 May 30.
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Study of subjective and objective quality assessment of video.视频主观和客观质量评估研究。
IEEE Trans Image Process. 2010 Jun;19(6):1427-41. doi: 10.1109/TIP.2010.2042111. Epub 2010 Feb 2.
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Motion tuned spatio-temporal quality assessment of natural videos.运动调整的自然视频时空质量评估。
IEEE Trans Image Process. 2010 Feb;19(2):335-50. doi: 10.1109/TIP.2009.2034992. Epub 2009 Oct 20.

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