Title :
Evaluating the modified viterbi decoder for long-term audio events monitoring task
Author :
Pleva, Matus ; Lojka, Martin ; Juhar, Jozef ; Vozarikova, Eva
Author_Institution :
Tech. Univ. of Kosice, Kosice, Slovakia
Abstract :
Our developed solution of intelligent audio surveillance systems is based on modified Viterbi decoder customized for long-term audio-events monitoring application. The classical Viterbi decoder evaluates the hypothesis after detecting the end of the event (utterance) in the front-end module. The end of the event is usually detected using UBM (Universal Background Model) or relative entropy or energy features with adaptable threshold, etc. Our modified decoder does not require assistance from front-end module and the hypothesis are evaluated upon our proposed algorithm by decoder. This paper describes the evaluation experiment which should approve that the decoder modification will have no significant impact on audio events recognition accuracy.
Keywords :
Viterbi decoding; audio coding; UBM; adaptable threshold; front-end module; intelligent audio surveillance systems; long-term audio event monitoring task; modified Viterbi decoder; relative entropy; universal background model; Acoustics; Decoding; Detectors; Event detection; Feature extraction; Hidden Markov models; Monitoring; HMM; Viterbi decoder; audio events; audio surveillance; noise monitoring;
Conference_Titel :
ELMAR, 2012 Proceedings
Conference_Location :
Zadar
Print_ISBN :
978-1-4673-1243-1