Title :
No-reference video quality metric based on artifact measurements
Author :
Farias, Mylène C Q ; Mitra, Sanjit K.
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Santa Barbara, CA, USA
Abstract :
In this paper we present a no-reference video quality metric based on individual measurements of three artifacts: blockiness, blurriness, and noisiness. The set of artifact metrics (physical strength measurements) was designed to be simple enough to be used in real-time applications. The metrics are tested using a proposed procedure that uses synthetic artifacts and subjective data obtained from previous experiments. The technique has the advantage of allowing us to test each metric on videos which contain only the desired artifact signal or a combination of artifact signals. Models for the overall annoyance based on a combination of the artifact metrics using both a Minkowski metric and a linear model are developed. Both models present a very good correlation with the data and show no statistical difference in their performances.
Keywords :
data compression; performance evaluation; video coding; Minkowski metric; artifact measurements; no-reference video quality metric; physical strength measurements; real-time applications; statistical difference; Broadcasting; Electric variables measurement; Humans; Laboratories; Multimedia communication; Robustness; Testing; Transform coding; Video compression; Video sequences;
Conference_Titel :
Image Processing, 2005. ICIP 2005. IEEE International Conference on
Print_ISBN :
0-7803-9134-9
DOI :
10.1109/ICIP.2005.1530348