TY - GEN
T1 - Towards a generalization of relative transfer functions to more than one source
AU - Deleforge, Antoine
AU - Gannot, Sharon
AU - Kellermann, Walter
N1 - Publisher Copyright: © 2015 EURASIP.
PY - 2015/12/22
Y1 - 2015/12/22
N2 - We propose a natural way to generalize relative transfer functions (RTFs) to more than one source. We first prove that such a generalization is not possible using a single multichannel spectro-temporal observation, regardless of the number of microphones. We then introduce a new transform for multichannel multi-frame spectrograms, i.e., containing several channels and time frames in each time-frequency bin. This transform allows a natural generalization which satisfies the three key properties of RTFs, namely, they can be directly estimated from observed signals, they capture spatial properties of the sources and they do not depend on emitted signals. Through simulated experiments, we show how this new method can localize multiple simultaneously active sound sources using short spectro-temporal windows, without relying on source separation.
AB - We propose a natural way to generalize relative transfer functions (RTFs) to more than one source. We first prove that such a generalization is not possible using a single multichannel spectro-temporal observation, regardless of the number of microphones. We then introduce a new transform for multichannel multi-frame spectrograms, i.e., containing several channels and time frames in each time-frequency bin. This transform allows a natural generalization which satisfies the three key properties of RTFs, namely, they can be directly estimated from observed signals, they capture spatial properties of the sources and they do not depend on emitted signals. Through simulated experiments, we show how this new method can localize multiple simultaneously active sound sources using short spectro-temporal windows, without relying on source separation.
KW - Grassmannian manifolds
KW - Multiple sound sources localization
KW - Plucker Embedding
KW - Relative Transfer Function
UR - http://www.scopus.com/inward/record.url?scp=84963957990&partnerID=8YFLogxK
U2 - 10.1109/EUSIPCO.2015.7362417
DO - 10.1109/EUSIPCO.2015.7362417
M3 - منشور من مؤتمر
T3 - 2015 23rd European Signal Processing Conference, EUSIPCO 2015
SP - 419
EP - 423
BT - 2015 23rd European Signal Processing Conference, EUSIPCO 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 23rd European Signal Processing Conference, EUSIPCO 2015
Y2 - 31 August 2015 through 4 September 2015
ER -