Title :
Mutilayer perceptrons model for image quality assessment
Author :
Dordevic, Dragana ; Ostojic, I. ; Kukolj, Dragan ; Pokric, Maja ; Drazic, M.
Abstract :
This paper presents an evaluation of the image quality using a nonlinear model based on Neural Network, more accurate Multilayer Perceptron. The main objective of estimation is a subjective rating of image quality with the help of the so-called Mean Opinion Score (MOS) scale using different combinations of input parameters which present objective metric for assessing the quality of multimedia content. In order to test the performance of the model and identified the how well the proposed model estimates the MOS the reference linear model (linear regression) is chosen. In addition, the paper examines how the selection of input data affects the quality of estimation MOS.
Keywords :
multilayer perceptrons; multimedia systems; regression analysis; MOS; image quality assessment; linear regression; mean opinion score; multimedia content quality assessment; mutilayer perceptrons model; neural network; nonlinear model; Adaptation models; Artificial neural networks; Electronic mail; Image quality; Multilayer perceptrons; Transform coding;
Conference_Titel :
Telecommunications Forum (TELFOR), 2013 21st
Conference_Location :
Belgrade
Print_ISBN :
978-1-4799-1419-7
DOI :
10.1109/TELFOR.2013.6716342