Title :
Investigating subjective attributes of quality for videos displayed with local backlight dimming
Author :
Mantel, Claire ; Bech, Soren ; Forchhammer, Soren ; Korhonen, Jari ; Pedersen, Jesper Melgaard
Author_Institution :
Dept. of Photonics Eng., Tech. Univ. of Denmark, Roskilde, Denmark
Abstract :
This paper investigates what composes the quality of videos displayed on LCD with local backlight dimming. In a subjective experiment, participants assessed the level of nine attributes defined using the Qualitative Descriptive Analysis method. Results show that three attributes (Contrast, Change over time and Grain) vary significantly depending on the backlight dimming algorithm. Predicting global quality grades from the attributes using Partial Least Square (PLS) regression does not provide satisfying results. However, the attributes can be represented through objective measures and a similar model mixing attributes and one objective measure can predict global quality satisfyingly.
Keywords :
human factors; least squares approximations; liquid crystal displays; regression analysis; LCD; PLS regression; local backlight dimming; model mixing attributes; partial least square regression; qualitative descriptive analysis method; subjective quality attributes; video quality; Algorithm design and analysis; Conferences; Image segmentation; Light emitting diodes; Multimedia communication; Prediction algorithms; Videos; Attribute test; Local Backlight dimming; Partial Least Square regression; Subjective quality;
Conference_Titel :
Quality of Multimedia Experience (QoMEX), 2014 Sixth International Workshop on
Conference_Location :
Singapore
DOI :
10.1109/QoMEX.2014.6982319