TY - GEN
T1 - Multichannel audio signal compression based on tensor decomposition
AU - Wang, Jing
AU - Xu, Chundong
AU - Xie, Xiang
AU - Kuang, Jingming
PY - 2013/10/18
Y1 - 2013/10/18
N2 - This paper proposes a novel multichannel audio signal compression method based on tensor decomposition. The multichannel audio tensor space is established with three factors (channel, time, and frequency) and is decomposed into the core tensor and three factor matrices based on tucker model. Only the truncated core tensor is transmitted to the decoder which is multiplied by the factor matrices trained before processing. The performance of the proposed method is evaluated with approximation errors, compression degree and listening tests. When the core tensor is smaller, the compression degree will be higher. A very noticeable compression capability will be achieved with an acceptable retrieved quality. The novelty of the proposed method is that it enables both high compression capability and backward compatibility with little signal distortion to the hearing.
AB - This paper proposes a novel multichannel audio signal compression method based on tensor decomposition. The multichannel audio tensor space is established with three factors (channel, time, and frequency) and is decomposed into the core tensor and three factor matrices based on tucker model. Only the truncated core tensor is transmitted to the decoder which is multiplied by the factor matrices trained before processing. The performance of the proposed method is evaluated with approximation errors, compression degree and listening tests. When the core tensor is smaller, the compression degree will be higher. A very noticeable compression capability will be achieved with an acceptable retrieved quality. The novelty of the proposed method is that it enables both high compression capability and backward compatibility with little signal distortion to the hearing.
KW - Multichannel
KW - audio signal compression
KW - core tensor
KW - tensor decomposition
KW - tucker model
UR - http://www.scopus.com/inward/record.url?scp=84890489930&partnerID=8YFLogxK
U2 - 10.1109/ICASSP.2013.6637654
DO - 10.1109/ICASSP.2013.6637654
M3 - Conference contribution
AN - SCOPUS:84890489930
SN - 9781479903566
T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
SP - 286
EP - 290
BT - 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings
T2 - 2013 38th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013
Y2 - 26 May 2013 through 31 May 2013
ER -