DocumentCode
3603041
Title
Audio–Visual Emotion-Aware Cloud Gaming Framework
Author
Hossain, M. Shamim ; Muhammad, Ghulam ; Song, Biao ; Hassan, Mohammad Mehedi ; Alelaiwi, Abdulhameed ; Alamri, Atif
Author_Institution
Dept. of Software Eng., King Saud Univ., Riyadh, Saudi Arabia
Volume
25
Issue
12
fYear
2015
Firstpage
2105
Lastpage
2118
Abstract
The promising potential and emerging applications of cloud gaming have drawn increasing interest from academia, industry, and the general public. However, providing a high-quality gaming experience in the cloud gaming framework is a challenging task because of the tradeoff between resource consumption and player emotion, which is affected by the game screen. We tackle this problem by leveraging emotion-aware screen effects in the cloud gaming framework and combining them with remote display technology. The first stage in the framework is the learning or training stage, which establishes a relationship between screen features and emotions using Gaussian mixture model-based classifiers. In the operating stage, a linear programming model provides appropriate screen changes based on the real-time user emotion obtained in the first stage. Our experiments demonstrate the effectiveness of the proposed framework. The results show that our proposed framework can provide a high quality gaming experience while generating an acceptable amount of workload for the cloud server in terms of resource consumption.
Keywords
Gaussian processes; audio-visual systems; cloud computing; computer games; emotion recognition; linear programming; mixture models; pattern classification; screens (display); Gaussian mixture model-based classifier; audiovisual emotion aware cloud gaming; cloud server; game screen; learning stage; linear programming model; player emotion; remote display technology; resource consumption; training stage; Cloud computing; Emotion recognition; Games; Harmonic analysis; Real-time systems; Servers; Cloud gaming; Emotion recognition; cloud gaming; emotion recognition; gaming experience; remote display;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/TCSVT.2015.2444731
Filename
7122897
Link To Document