TY - GEN
T1 - Konuşma ve müzi̇k i̇çeren sesleri̇n ayriştirilmasi
AU - Uzun, Erkam
AU - Sencar, Hüsrev Taha
PY - 2012
Y1 - 2012
N2 - We propose an automated technique that uses perceptual and non-perceptual audio quality measures for discrimination of speech and music signals with high accuracy. Deployed audio quality measures used for characterization of audio are obtained via de-noising of the original audio. The underlying idea of the approach is that de-noising operation affects speech and music signals in a different and consistent manner and these differences can be captured by the audio quality metrics. Obtained quality measures are then used in conjunction with a machine learning classifier to statistically model speech and music signals. To determine the accuracy of the proposed method, tests have been performed on different datasets with and without audio compression.
AB - We propose an automated technique that uses perceptual and non-perceptual audio quality measures for discrimination of speech and music signals with high accuracy. Deployed audio quality measures used for characterization of audio are obtained via de-noising of the original audio. The underlying idea of the approach is that de-noising operation affects speech and music signals in a different and consistent manner and these differences can be captured by the audio quality metrics. Obtained quality measures are then used in conjunction with a machine learning classifier to statistically model speech and music signals. To determine the accuracy of the proposed method, tests have been performed on different datasets with and without audio compression.
UR - http://www.scopus.com/inward/record.url?scp=84863451988&partnerID=8YFLogxK
U2 - 10.1109/SIU.2012.6204616
DO - 10.1109/SIU.2012.6204616
M3 - Conference contribution
AN - SCOPUS:84863451988
SN - 9781467300568
T3 - 2012 20th Signal Processing and Communications Applications Conference, SIU 2012, Proceedings
BT - 2012 20th Signal Processing and Communications Applications Conference, SIU 2012, Proceedings
T2 - 2012 20th Signal Processing and Communications Applications Conference, SIU 2012
Y2 - 18 April 2012 through 20 April 2012
ER -