The smearing effects of room reverberation can significantly impair the ability of cochlear implant (CI) listeners to understand speech. To ameliorate the effects of reverberation, current dereverberation algorithms focus on recovering the direct sound from the reverberated signal by inverse filtering the reverberation process. This contribution describes and evaluates a spectral subtraction (SS) strategy capable of suppressing late reflections. Late reflections are the most detrimental to speech intelligibility by CI listeners as reverberation increases. By tackling only the late part of reflections, it is shown that users of CI devices can benefit from the proposed strategy even in highly reverberant rooms. The proposed strategy is also compared against an ideal reverberant (binary) masking approach. Speech intelligibility results indicate that the proposed SS solution is able to suppress additive reverberant energy to a degree comparable to that achieved by an ideal binary mask. The added advantage is that the SS strategy proposed in this work can allow for a potentially real-time implementation in clinical CI processors.

1.
Assmann
,
P. F.
, and
Summerfield
,
Q.
(
2004
). “
The perception of speech under adverse acoustic conditions
,” in
Speech Processing in the Auditory System
, edited by
S.
Greenberg
,
W. A.
Ainsworth
,
A. N.
Popper
, and
R. R.
Fay
(
Springer
,
New York)
, pp.
231
308
.
2.
Barron
,
M.
, and
Marshall
,
A. H.
(
1981
). “
Spatial impression due to early lateral reflections in concert halls: The derivation of a physical measure
,”
J. Sound. Vib.
77
,
211
232
.
3.
Berouti
,
M.
,
Schwartz
,
R.
, and
Makhoul
,
J.
(
1979
). “
Enhancement of speech corrupted by acoustic noise
,” in
IEEE International Conference on Acoustics, Speech, and Signal Processing
, Vol.
4
, pp.
208
211
.
4.
Boll
,
S. F.
(
1979
). “
Suppression of acoustic noise in speech using spectral subtraction
,”
IEEE Trans. Acoust., Speech, Signal Process.
27
,
113
120
.
5.
Bolt
,
R. H.
, and
MacDonald
,
A. D.
(
1949
). “
Theory of speech masking by reverberation
,”
J. Acoust. Soc. Am.
21
,
577
580
.
6.
Bradley
,
J. S.
,
Sato
,
H.
, and
Picard
,
M.
(
2003
). “
On the importance of early reflections for speech in rooms
,”
J. Acoust. Soc. Am.
113
,
3233
3244
.
8.
Desmond
,
J. M.
,
Collins
,
L. M.
, and
Throckmorton
,
C. S.
(
2014
). “
The effects of reverberant self- and overlap-masking on speech recognition in cochlear implant listeners
,”
J. Acoust. Soc. Am.
135
,
EL304
EL310
.
9.
Griesinger
,
D.
(
1997
). “
The psychoacoustics of apparent source width, spaciousness and envelopment in performance spaces
,”
Acustica
83
,
721
731
.
10.
Habets
,
E. A. P.
(
2007
). “
Single- and multi-microphone speech dereverberation using spectral enhancement
,” Ph.D. dissertation, Technische University Eindhoven, Eindhoven, The Netherlands.
11.
Hazrati
,
O.
,
Lee
,
J.
, and
Loizou
,
P. C.
(
2013
). “
Blind binary masking for reverberation suppression in cochlear implants
,”
J. Acoust. Soc. Am.
133
,
1607
1614
.
12.
Hazrati
,
O.
, and
Loizou
,
P. C.
(
2012
). “
The combined effects of reverberation and noise on speech intelligibility by cochlear implant users
,”
Int. J. Audiol.
51
,
437
443
.
13.
Hazrati
,
O.
, and
Loizou
,
P. C.
(
2013
). “
Reverberation suppression in cochlear implants using a blind channel-selection strategy
,”
J. Acoust. Soc. Am.
133
,
4188
4196
.
14.
Hu
,
Y.
, and
Kokkinakis
,
K.
(
2014
). “
Effects of early and late reflections on intelligibility of reverberated speech by cochlear implant listeners
,”
J. Acoust. Soc. Am.
135
,
EL22
EL28
.
15.
Hu
,
Y.
, and
Loizou
,
P.
(
2007
). “
A comparative intelligibility study of single-microphone noise reduction algorithms
,”
J. Acoust. Soc. Am.
122
,
1777
1786
.
18.
IEEE
(
1969
). “
IEEE recommended practice for speech quality measurements
,”
IEEE Trans. Audio Electroacoust.
17
,
225
246
.
20.
Kjellberg
,
A.
(
2004
). “
Effects of reverberation time on the cognitive load in speech communication: Theoretical considerations
,”
Noise Health
7
,
11
21
.
21.
Kokkinakis
,
K.
,
Hazrati
,
O.
, and
Loizou
,
P. C.
(
2011
). “
A channel-selection criterion for suppressing reverberation in cochlear implants
,”
J. Acoust. Soc. Am.
129
,
3221
3232
.
22.
Kokkinakis
,
K.
, and
Loizou
,
P. C.
(
2009
). “
Selective-tap blind dereverberation for two-microphone enhancement of reverberant speech
,”
IEEE Signal Process. Lett.
16
,
961
964
.
23.
Kokkinakis
,
K.
, and
Loizou
,
P. C.
(
2011
). “
The impact of reverberant self-masking and overlap-masking effects on speech intelligibility by cochlear implant listeners
,”
J. Acoust. Soc. Am.
130
,
1099
1102
.
24.
Kuttruff
,
H.
(
2000
).
Room Acoustics
(
Taylor and Francis
,
New York)
.
25.
Lebart
,
K.
, and
Boucher
,
J. M.
(
2001
). “
A new method based on spectral subtraction for speech dereverberation
,”
Acta Acust.
87
,
359
366
.
27.
Mason
,
M.
, and
Kokkinakis
,
K.
(
2014
). “
Perception of consonants in reverberation and noise by adults fitted with bimodal devices
,”
J. Speech Lang. Hear. Res.
57
,
1512
1520
.
28.
Nábělek
,
A. K.
, and
Letowski
,
T. R.
(
1985
). “
Vowel confusions of hearing impaired listeners under reverberant and non-reverberant conditions
,”
J. Speech Hear. Disord.
50
,
126
131
.
29.
Nábělek
,
A. K.
, and
Letowski
,
T. R.
(
1988
). “
Similarities of vowels in non-reverberant and reverberant fields
,”
J. Acoust. Soc. Am.
83
,
1891
1899
.
30.
Nábělek
,
A. K.
,
Letowski
,
T. R.
, and
Tucker
,
F. M.
(
1989
). “
Reverberant overlap- and self-masking in consonant identification
,”
J. Acoust. Soc. Am.
86
,
1259
1265
.
31.
Nábělek
,
A. K.
, and
Picket
,
J. M.
(
1974
). “
Monaural and binaural speech perception through hearing aids under noise and reverberation with normal and hearing-impaired listeners
,”
J. Speech Hear. Res.
17
,
724
739
.
32.
Neuman
,
A. C.
,
Wroblewski
,
M.
,
Hajicek
,
J.
, and
Rubinstein
,
A.
(
2010
). “
Combined effects of noise and reverberation on speech recognition performance of normal-hearing children and adults
,”
Ear Hear.
31
,
336
344
.
33.
Peterson
,
F. E.
, and
Lehiste
,
I.
(
1962
). “
Revised CNC lists for auditory tests
,”
J. Speech. Hear. Disord.
27
,
62
70
.
34.
Poissant
,
S. F.
,
Whitmal
,
N. A.
 III
, and
Freyman
,
R. L.
(
2006
). “
Effects of reverberation and masking on speech intelligibility in cochlear implant simulations
,”
J. Acoust. Soc. Am.
119
,
1606
1615
.
35.
Polack
,
J. D.
(
1988
). “
La transmission de l'énergie sonore dnas les salles
” (“The transmission of sound energy in auditoria”), Ph.D. dissertation, Université du Maine, La Mans, France.
36.
Rychtarikova
,
M.
,
Van den Bogaert
,
T.
,
Vermeir
,
G.
, and
Wouters
,
J.
(
2009
). “
Binaural sound source localization in real and virtual rooms
,”
J. Aud. Eng. Soc.
57
,
205
220
.
37.
Stevens
,
K. N.
(
2002
). “
The contribution of obstruent consonants and acoustic landmarks to speech recognition in noise
,”
J. Acoust. Soc. Am.
111
,
1872
1891
.
38.
Vandali
,
A. E.
,
Whitford
,
L. A.
,
Plant
,
K. L.
, and
Clark
,
G. M.
(
2000
). “
Speech perception as a function of electrical stimulation rate: Using the Nucleus 24 cochlear implant system
,”
Ear Hear.
21
,
608
624
.
39.
Whitmal
,
N. A.
, and
Poissant
,
S. F.
(
2009
). “
Effects of source-to-listener distance and masking on perception of cochlear implant processed speech in reverberant rooms
,”
J. Acoust. Soc. Am.
126
,
2556
2569
.
You do not currently have access to this content.