Panayides A, Pattichis M S, Pattichis Constantinos S, Loizou C P, Pantziaris M, Pitsillides Andreas
Department of Computer Science, University of Cyprus, 1678 Nicosia, Cyprus.
IEEE Trans Inf Technol Biomed. 2011 May;15(3):387-97. doi: 10.1109/TITB.2011.2105882. Epub 2011 Jan 13.
We propose a unifying framework for efficient encoding, transmission, and quality assessment of atherosclerotic plaque ultrasound video. The approach is based on a spatially varying encoding scheme, where video-slice quantization parameters are varied as a function of diagnostic significance. Video slices are automatically set based on a segmentation algorithm. They are then encoded using a modified version of H.264/AVC flexible macroblock ordering (FMO) technique that allows variable quality slice encoding and redundant slices (RSs) for resilience over error-prone transmission channels. We evaluate our scheme on a representative collection of ten ultrasound videos of the carotid artery for packet loss rates up to 30%. Extensive simulations incorporating three FMO encoding methods, different quantization parameters, and different packet loss scenarios are investigated. Quality assessment is based on a new clinical rating system that provides independent evaluations of the different parts of the video (subjective). We also use objective video-quality assessment metrics and estimate their correlation to the clinical quality assessment of plaque type. We find that some objective quality assessment measures computed over the plaque video slices gave very good correlations to mean opinion scores (MOSs). Here, MOSs were computed using two medical experts. Experimental results show that the proposed method achieves enhanced performance in noisy environments, while at the same time achieving significant bandwidth demands reductions, providing transmission over 3G (and beyond) wireless networks.
我们提出了一个用于动脉粥样硬化斑块超声视频的高效编码、传输和质量评估的统一框架。该方法基于一种空间可变编码方案,其中视频切片量化参数根据诊断重要性而变化。视频切片基于分割算法自动设置。然后使用H.264/AVC灵活宏块排序(FMO)技术的修改版本对其进行编码,该技术允许可变质量切片编码和冗余切片(RS),以在易出错的传输通道上实现弹性。我们在一个包含十个颈动脉超声视频的代表性集合上评估我们的方案,丢包率高达30%。研究了结合三种FMO编码方法、不同量化参数和不同丢包场景的广泛模拟。质量评估基于一种新的临床评分系统,该系统对视频的不同部分提供独立评估(主观)。我们还使用客观视频质量评估指标,并估计它们与斑块类型临床质量评估的相关性。我们发现,在斑块视频切片上计算的一些客观质量评估措施与平均意见得分(MOS)具有非常好的相关性。这里,MOS是由两位医学专家计算得出的。实验结果表明,该方法在噪声环境中实现了增强的性能,同时显著降低了带宽需求,能够在3G(及更高)无线网络上进行传输。