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Pregled bibliografske jedinice broj: 753021

Interpretation of divers' symbolic language by using hidden Markov models


Menix, Mario; Mišković, Nikola; Vukić, Zoran
Interpretation of divers' symbolic language by using hidden Markov models // Proceedings of 37th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)
Opatija, Hrvatska: IEEE, 2014. str. 976-981 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Interpretation of divers' symbolic language by using hidden Markov models

Autori
Menix, Mario ; Mišković, Nikola ; Vukić, Zoran

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of 37th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO) / - : IEEE, 2014, 976-981

ISBN
978-953-233-081-6

Skup
37th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)

Mjesto i datum
Opatija, Hrvatska, 26-30.05.2014

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Gesture recognition ; hidden Markov models ; Image processing

Sažetak
This paper reports the results of a system based on hidden Markov models (HMM) that is used to interpret both static and dynamic divers' hand signals using real time video feed. Two methods of collecting features that describe diver gestures are described and two types of HMMs are investigated: one based on discrete outputs variable distribution and the other based on mixture of Gaussians outputs variable distribution. For 8 basic diver gestures, 800 data samples were collected and the results were analyzed for the purpose of determining the most appropriate i) feature vector describing diver gestures, ii) HMM parameters (number of states and mixture components), and iii) type of the hidden Markov model. Finally, the quality of performance for recognition of each gesture is evaluated and analyzed, and necessary steps for improving the overall system are reported.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika, Temeljne tehničke znanosti



POVEZANOST RADA


Projekt / tema
036-0362975-2999 - RoboMarSec - Podvodna robotika u zaštiti podmorja i pomorskoj sigurnosti (Zoran Vukić, )

Ustanove
Fakultet elektrotehnike i računarstva, Zagreb