媒体主观体验质量的分布规律
Distribution Regularities of Media Subjective Experience Quality
投稿时间: 2021/2/20 0:00:00
DOI:
中文关键词: 媒体主观体验;主观质量评价;数据分布;假设检验;平均意见得分
英文关键词: Media subjective experience; subjective quality assessment; data distribution; hypothesis testing; mean opinion score
基金项目: 中国国家自然科学基金NSFC61831015
姓名 单位
朱文瀚 上海交通大学图像通信与网络工程研究所
张晓菁 上海交通大学图像通信与网络工程研究所
翟广涛 上海交通大学图像通信与网络工程研究所
张晓平 瑞尔森大学电子与计算机工程系
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中文摘要:

随着移动多媒体技术的迅速发展,数字媒体内容开始充斥并丰富着我们的日常生活。人们可以通过手机终端及其他智能设备便捷即时地获取和分享数字图像。然而在数字媒体的传输和处理过程会不可避免地导致原始的高分辨率图像变得模糊进而出现失真,因此使用媒体体验质量评价来监督和评估数字媒体中内容处理的效果十分重要。由于人眼是视觉信号的最终获取者和接受者,因此精确有效的主观媒体体验质量评价结果能够为测试、训练和评估客观质量评价算法提供可靠的标准。目前已有许多图像质量评价数据库提供了关于失真图像的评分用以指导客观评价算法,这些数据库均使用平均意见得分或平均意见得分差异作为评价指标。但是仅用一个平均数值来反映媒体内容的主观整体质量有失合理性和准确性,可以考虑得更为全面,例如媒体主观体验质量分数服从某种分布,从而对现有的主观质量评价的评价指标进行改进和完善。本文基于LIVE数据库中的部分图像重建了新的媒体主观体验质量数据库,研究了媒体主观体验质量分数及其统计量与评分分布类型、图像失真类型和图像内容的关系,为媒体主观体验质量的进一步研究提供了参考依据。

英文摘要:

With the rapid development of mobile multimedia technology, digital media contents have become ubiquitous and are flooding and enriching our daily lives. Digital images can be easily and instantly obtained and shared through mobile phones and other smart devices. However, it is inevitable that procedures such as image acquisition, compression, transmission and restoration in digital media will contribute to distortion of original images with high resolutions, thus rendering media experience quality assessment to monitor and evaluate the effect of processing in media particularly important. At the same time, since humans are the ultimate receivers of visual signals, effective and accurate subjective experience quality of media is able to provide reliable standards for the testing, training and evaluating of objective quality assessment algorithms. At present, there are a number of image quality assessment (IQA) databases that provide subjective scores on distorted images, which use mean opinion score (MOS) and differential mean opinion score (DMOS) as evaluation indicators. Nevertheless, only using an average score to reflect the subjective overall quality of media content is lack of rationality and accuracy, which should be considered more comprehensively. For instance, the media subjective experience ratings are subject to a certain distribution, so it is necessary to improve the existing subjective quality evaluation methods. In this paper, we construct a new media experience quality assessment database based on materials of the LIVE database. Also, we investigate the relationship between statistics of subjective ratings and the type of score distribution, categories of image distortion and image content. Furthermore, this work provides a reference for further research on the subjective experience quality of media.

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