Graduate School and Research Center in Digital Sciences

Exploiting explicit memory inclusion for artificial bandwidth extension

Bachhav, Pramod; Todisco, Massimiliano; Evans, Nicholas

ICASSP 2018, IEEE International Conference on Acoustics, Speech and Signal Processing, April 15-20, 2018, Calgary, Alberta, Canada

Artificial bandwidth extension (ABE) algorithms have been developed to improve speech quality when wideband devices are used in conjunction with narrowband devices or infrastructure. While past work points to the benefit of using contextual information or memory for ABE, an understanding of the relative benefit of explicit memory inclusion, rather than just dynamic information, calls for a comparative, quantitative analysis. The need for practical ABE solutions calls further for the inclusion of memory without significant increases to latency or computational complexity. The paper reports the use of an information theoretic approach to show the potential of benefit of memory inclusion. Findings are validated through objective and subjective assessments of an ABE system which uses memory with only negligible increases to latency and computational complexity. Listening tests show that narrowband signals whose bandwidth is artificially extended with, rather than without the inclusion of memory, are of consistently improved quality.

Document Doi Bibtex

Title:Exploiting explicit memory inclusion for artificial bandwidth extension
Keywords:Artificial bandwidth extension, speech quality, Gaussian mixture model
Type:Conference
Language:English
City:Calgary
Country:CANADA
Date:
Department:Digital Security
Eurecom ref:5501
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Bibtex: @inproceedings{EURECOM+5501, doi = {http://dx.doi.org/10.1109/ICASSP.2018.8461337}, year = {2018}, title = {{E}xploiting explicit memory inclusion for artificial bandwidth extension}, author = {{B}achhav, {P}ramod and {T}odisco, {M}assimiliano and {E}vans, {N}icholas}, booktitle = {{ICASSP} 2018, {IEEE} {I}nternational {C}onference on {A}coustics, {S}peech and {S}ignal {P}rocessing, {A}pril 15-20, 2018, {C}algary, {A}lberta, {C}anada}, address = {{C}algary, {CANADA}}, month = {04}, url = {http://www.eurecom.fr/publication/5501} }
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