Title :
A reduced-reference parametric model for audiovisual quality of IPTV services
Author :
Maki, Toni ; Kukolj, Dragan ; Dordevic, Dragana ; Varela, Marta
Author_Institution :
VTT Tech. Res. Centre of Finland, Espoo, Finland
Abstract :
In this paper we present a parametric model for audiovisual quality estimation in IPTV and similar services. The proposed model takes advantage of signal characteristics calculated at the sender (in particular related to levels of motion in the content), but is purely parametric on the estimation (i.e. it does not require peeking into the bitstream), which makes it suitable for large-scale real-time monitoring applications. In order to obtain the model, we followed the Pseudo-Subjective Quality Assessment (PSQA) methodology, and compared different kinds of statistical estimators, namely Multilayer Perceptrons (MLP) and Random Neural Networks (RNN).
Keywords :
IPTV; audio-visual systems; real-time systems; signal processing; statistical analysis; telecommunication services; IPTV services; MLP; PSQA methodology; RNN; audiovisual quality estimation; large-scale real-time monitoring applications; multilayer perceptrons; pseudo-subjective quality assessment methodology; random neural networks; reduced-reference parametric model; signal characteristics; statistical estimators; Correlation; Estimation; Multimedia communication; Neurons; Quality assessment; Streaming media; Video recording; audiovisual quality assessment; feature clustering; neural network; video quality assessment;
Conference_Titel :
Quality of Multimedia Experience (QoMEX), 2013 Fifth International Workshop on
Conference_Location :
Klagenfurt am Wo??rthersee
DOI :
10.1109/QoMEX.2013.6603193