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One of the problems referred to before is the automatic quality
assessment, and in real time, of multimedia streams transmitted
through the network. For example, speech quality assessment
in IP-telephony applications, video quality assessment in
video teleconferencing or video streaming applications, etc. It is a
problem since, as we will see in detail in Chapter 3, no
previously published satisfactory solution to it exists.
Traditionally, the quality is measured as a function of the encoding algorithms, without taking into account the effect of packet networks' parameters. There are two approaches to measure the quality: either by
objective methods or by subjective methods. Subjective
quality assessment methods [72,70,59] measure the overall
perceived quality. They are carried out by human subjects. The most
commonly used measure is the Mean Opinion Score (MOS), recommended by the International Telecommunication Union (ITU) [70]. It consists of having a group of subjects viewing and/or listening to processed samples or sequences in order to rate their quality, according to a predefined quality scale. That is, human subjects are trained to ``build'' a mapping between the quality scale and a set of processed multimedia samples.
On the other hand, objective methods [154] usually measure the
quality by comparing the original and distorted sequences. Some
existing methods for video are MSE (Mean Square Error) or PSNR (Peak
Signal to Noise Ratio), which measure the quality by performing some
kind of simple difference between frames. There are other more
complicated measures like the moving picture quality metric (MPQM), and
the normalized video fidelity metric (NVFM) [153]. Some examples
for objective speech quality assessment are: Signal to Noise Ratio
(SNR), Itukura-Saito distortion, Log-likelihood ratio, Segmental SNR and
Perceptual Speech Quality Measures (PSQM) [38,59,105]. It
must be observed that to verify the accuracy of these measures (also
called ``tests'' in this area), they usually have to be correlated with results obtained using subjective quality evaluations.
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Samir Mohamed
2003-01-08