TY - GEN
T1 - A generic classification system for multi-channel audio indexing
T2 - 2013 14th International Workshop on Image Analysis for Multimedia Interactive Services, WIAMIS 2013
AU - Benaroya, Elie Laurent
AU - Peeters, Geoffroy
PY - 2013/11/13
Y1 - 2013/11/13
N2 - There is a rise in the number 3D audio-visual productions and archives that creates a need for indexation of 3D contents. Event detection using audio modality is a difficult task. The standard way to do classification on 3D audio is to first down-mix to mono audio and classify on that. In this paper, we describe a generic classifier for multi-channel audio event detection and propose several information fusion strategies. Our system is evaluated on a speech and music detection task on the audio of 3D movies. We improve the classification performances on our database by 1.5% for speech detection, and 8% for music detection, compared to the standard downmixing method. We also provide a comparison of several information fusion methods in the experiments.
AB - There is a rise in the number 3D audio-visual productions and archives that creates a need for indexation of 3D contents. Event detection using audio modality is a difficult task. The standard way to do classification on 3D audio is to first down-mix to mono audio and classify on that. In this paper, we describe a generic classifier for multi-channel audio event detection and propose several information fusion strategies. Our system is evaluated on a speech and music detection task on the audio of 3D movies. We improve the classification performances on our database by 1.5% for speech detection, and 8% for music detection, compared to the standard downmixing method. We also provide a comparison of several information fusion methods in the experiments.
U2 - 10.1109/WIAMIS.2013.6616160
DO - 10.1109/WIAMIS.2013.6616160
M3 - Conference contribution
AN - SCOPUS:84887254702
SN - 9781479908332
T3 - International Workshop on Image Analysis for Multimedia Interactive Services
BT - 2013 14th International Workshop on Image Analysis for Multimedia Interactive Services, WIAMIS 2013
Y2 - 3 July 2013 through 5 July 2013
ER -