In this paper we address the general issue of merging Markov chains used to model two instances of a given process with some properties in common. In particular, in this work we apply this scenario to a multimedia application that generates new video scenes mixing the original segments of a given movie. To perform the latter process, it is first necessary to describe the structure of the scenes in some way, which in our case is done through Markov chains. The video scenes are then recombined by fusing their corresponding models using the general method described here. We analyze and validate the proposed methodology only for this specific application, however the solution presented here could be used in a very diverse array of applications where Markov chains are routinely used, ranging from queuing modeling to financial decision processes.

Markov Chains Fusion for Video Scene Generation

PIACENZA, Alberto;GUERRINI, Fabrizio;ADAMI, Nicola;LEONARDI, Riccardo
2012-01-01

Abstract

In this paper we address the general issue of merging Markov chains used to model two instances of a given process with some properties in common. In particular, in this work we apply this scenario to a multimedia application that generates new video scenes mixing the original segments of a given movie. To perform the latter process, it is first necessary to describe the structure of the scenes in some way, which in our case is done through Markov chains. The video scenes are then recombined by fusing their corresponding models using the general method described here. We analyze and validate the proposed methodology only for this specific application, however the solution presented here could be used in a very diverse array of applications where Markov chains are routinely used, ranging from queuing modeling to financial decision processes.
2012
Proceedings of the 2012 European Signal Processing Conference (EUSIPCO 2012)
UE
PE6_11 Machine learning, statistical data processing and applications using signal processing (eg. speech, image, video)
PE7_7 Signal processing
PE6_8 Computer graphics, computer vision, multi media, computer games
Esperti anonimi
Inglese
no
2012 European Signal Processing Conference (EUSIPCO 2012)
Aug. 2012
Bucarest
Internazionale
STAMPA
405
409
5
9781467310680
European Association for Signal Processing
Aug. 27-31, 2012
Markov chains; Video modelling; Interactive Storytelling
Ateneo di appartenenza
no
open
Piacenza, Alberto; Guerrini, Fabrizio; Adami, Nicola; Leonardi, Riccardo
273
info:eu-repo/semantics/conferenceObject
4
4 Contributo in Atti di Convegno (Proceeding)::4.1 Contributo in Atti di convegno
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11379/164831
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