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Journal of Electronic Imaging • Open Access

Content-aware objective video quality assessment
Author(s): Benhur Ortiz Jaramillo; Jorge Oswaldo Niño-Castañeda; Ljiljana Platiša; Wilfried Philips

Paper Abstract

Since the end-user of video-based systems is often a human observer, prediction of user-perceived video quality (PVQ) is an important task for increasing the user satisfaction. Despite the large variety of objective video quality measures (VQMs), their lack of generalizability remains a problem. This is mainly due to the strong dependency between PVQ and video content. Although this problem is well known, few existing VQMs directly account for the influence of video content on PVQ. Recently, we proposed a method to predict PVQ by introducing relevant video content features in the computation of video distortion measures. The method is based on analyzing the level of spatiotemporal activity in the video and using those as parameters of the anthropomorphic video distortion models. We focus on the experimental evaluation of the proposed methodology based on a total of five public databases, four different objective VQMs, and 105 content related indexes. Additionally, relying on the proposed method, we introduce an approach for selecting the levels of video distortions for the purpose of subjective quality assessment studies. Our results suggest that when adequately combined with content related indexes, even very simple distortion measures (e.g., peak signal to noise ratio) are able to achieve high performance, i.e., high correlation between the VQM and the PVQ. In particular, we have found that by incorporating video content features, it is possible to increase the performance of the VQM by up to 20% relative to its noncontent-aware baseline.

Paper Details

Date Published: 20 January 2016
PDF: 16 pages
J. Electron. Imaging. 25(1) 013011 doi: 10.1117/1.JEI.25.1.013011
Published in: Journal of Electronic Imaging Volume 25, Issue 1
Show Author Affiliations
Benhur Ortiz Jaramillo, Univ. Gent (Belgium)
Jorge Oswaldo Niño-Castañeda, Univ. Gent (Belgium)
Ljiljana Platiša, Univ. Gent (Belgium)
Wilfried Philips, Univ. Gent (Belgium)


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