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Crowd Workers Proven Useful: A Comparative Study of Subjective Video Quality Assessment

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Proceedings of the International Conference on Quality of Multimedia Experience (QoMEX), Seite 1-2. (2016)

Zusammenfassung

We carried out crowdsourced video quality as-sessments using paired comparisons and converting the resultsto differential mean opinion scores (DMOS). A previous lab-based study had provided corresponding MOS-values for absolutecategory ratings. Using a simple linear transformation to fit thecrowdsourcing-based DMOS values to the lab-based MOS values,we compared the results in terms of correlation coefficients andvisually checked the relationship on scatter plots. The comparisonresult is surprisingly good with correlation coefficients more than0.96, although (1) the original video sequences had to be croppedand downscaled in the crowdsourcing-based experiments, (2) thecontrol of the experimental setup for the crowdsourcing casewas much less and (3) it was widely believed that data fromcrowdsourcing workers are less reliable. Our result suggestscrowdsourcing workers can actually be used to collect reliableVQA data in some applications.

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