Length-independent refinement of video quality metrics based on multiway data analysis

In previous publications it has been shown that no-reference video quality metrics based on a data analysis approach rather than on modeling the human visual system lead to very promising results and outperform many well-known full-reference metrics. Furthermore, the results improve when taking the temporal structure of the video sequence into account by using multiway analysis methods. This contribution shows a way of refining these multiway quality metrics in order to make them more suitable for real-life applications and maintaining the performance at the same time. Additionally, our results confirm the validity of H.264/AVC bitstream no-reference quality metrics using multiway PLSR by evaluating this concept on an additional dataset.

[1]  R. Bro Multiway calibration. Multilinear PLS , 1996 .

[2]  Christian Keimel,et al.  No-reference video quality evaluation for high-definition video , 2009, 2009 IEEE International Conference on Acoustics, Speech and Signal Processing.

[3]  Christian Keimel,et al.  Extending video quality metrics to the temporal dimension with 2D-PCR , 2011, Electronic Imaging.

[4]  Eero P. Simoncelli,et al.  Image quality assessment: from error visibility to structural similarity , 2004, IEEE Transactions on Image Processing.

[5]  R. Forchheimer,et al.  A Novel Metric for H.264/AVC No-Reference Quality Assessment , 2007, 2007 14th International Workshop on Systems, Signals and Image Processing and 6th EURASIP Conference focused on Speech and Image Processing, Multimedia Communications and Services.

[6]  Arnd Eden No-Reference Estimation of the Coding PSNR for H.264-Coded Sequences , 2007, IEEE Transactions on Consumer Electronics.

[7]  Christian Keimel,et al.  No-reference video quality metric for HDTV based on H.264/AVC bitstream features , 2011, 2011 18th IEEE International Conference on Image Processing.

[8]  Andreas Rossholm,et al.  A New Video Quality Predictor based on Decoder Parameter Extraction , 2008, SIGMAP.

[9]  Christian Keimel,et al.  Design of no-reference video quality metrics with multiway partial least squares regression , 2011, 2011 Third International Workshop on Quality of Multimedia Experience.

[10]  Christian Keimel,et al.  Improving the prediction accuracy of video quality metrics , 2010, 2010 IEEE International Conference on Acoustics, Speech and Signal Processing.

[11]  Hao Shen,et al.  Video is a Cube , 2011, IEEE Signal Processing Magazine.

[12]  Tiago Rosa Maria Paula Queluz,et al.  No-Reference Quality Assessment of H.264/AVC Encoded Video , 2010, IEEE Transactions on Circuits and Systems for Video Technology.