DocumentCode :
871181
Title :
Modeling packet-loss visibility in MPEG-2 video
Author :
Kanumuri, Sandeep ; Cosman, Pamela C. ; Reibman, Amy R. ; Vaishampayan, Vinay A.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of California-San Diego, La Jolla, CA, USA
Volume :
8
Issue :
2
fYear :
2006
fDate :
4/1/2006 12:00:00 AM
Firstpage :
341
Lastpage :
355
Abstract :
We consider the problem of predicting packet loss visibility in MPEG-2 video. We use two modeling approaches: CART and GLM. The former classifies each packet loss as visible or not; the latter predicts the probability that a packet loss is visible. For each modeling approach, we develop three methods, which differ in the amount of information available to them. A reduced reference method has access to limited information based on the video at the encoder´s side and has access to the video at the decoder´s side. A no-reference pixel-based method has access to the video at the decoder´s side but lacks access to information at the encoder´s side. A no-reference bitstream-based method does not have access to the decoded video either; it has access only to the compressed video bitstream, potentially affected by packet losses. We design our models using the results of a subjective test based on 1080 packet losses in 72 minutes of video.
Keywords :
video coding; video streaming; MPEG-2 compressed video stream; classification and regression trees; generalized linear model; no-reference bitstream-based method; no-reference pixel-based method; packet loss visibility modeling; subjective testing; Classification tree analysis; Decoding; Humans; Layout; Monitoring; Predictive models; Streaming media; Telecommunication traffic; Testing; Video compression; Packet-loss visibility; perceptual quality metrics; subjective testing; video quality;
fLanguage :
English
Journal_Title :
Multimedia, IEEE Transactions on
Publisher :
ieee
ISSN :
1520-9210
Type :
jour
DOI :
10.1109/TMM.2005.864343
Filename :
1608114
Link To Document :
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