Title :
An audio-visual objective quality model based on BP neutral network
Author :
Han, Xinlu ; Wei, Yaodu ; Xie, Xiang
Author_Institution :
Sch. of Inf. & Electron., Beijing Inst. of Technol., Beijing, China
Abstract :
This article proposes an audio-visual objective quality model, which is adaptive to the content changes. The major disadvantage of most existing models is that there is no unified model to evaluate the quality according to the content. So we firstly extracted the audio and video features and the correlation of the audio and video. Then we used BP neutral network to build the model, and used the subjective test to train and verify the model. The result of the test shows that this model is better than the second-order model.
Keywords :
audio signal processing; audio-visual systems; backpropagation; correlation methods; feature extraction; multimedia systems; neural nets; video signal processing; BP neutral network; audio correlation; audio feature extraction; audio-visual objective quality model; quality evaluation; video correlation; video feature extraction; Adaptation models; Artificial neural networks; Correlation; Feature extraction; Mathematical model; Multimedia communication; Speech; BP neutral network; audio-visual; content; quality evaluation;
Conference_Titel :
Multimedia Technology (ICMT), 2011 International Conference on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-61284-771-9
DOI :
10.1109/ICMT.2011.6002087