1 |
Using Automatic Speech Recognition to Optimize Hearing-Aid Time Constants
|
|
|
|
In: ISSN: 1662-4548 ; EISSN: 1662-453X ; Frontiers in Neuroscience ; https://hal.archives-ouvertes.fr/hal-03627441 ; Frontiers in Neuroscience, Frontiers, 2022, 16 (779062), ⟨10.3389/fnins.2022.779062⟩ ; https://www.frontiersin.org/articles/10.3389/fnins.2022.779062/full (2022)
|
|
Abstract:
Edited by: Qinglin Meng, South China University of Technology, China ; International audience ; Automatic speech recognition (ASR), when combined with hearing-aid (HA) and hearing-loss (HL) simulations, can predict aided speech-identification performances of persons with age-related hearing loss. ASR can thus be used to evaluate different HA configurations, such as combinations of insertion-gain functions and compression thresholds, in order to optimize HA fitting for a given person. The present study investigated whether, after fixing compression thresholds and insertion gains, a random-search algorithm could be used to optimize time constants (i.e., attack and release times) for 12 audiometric profiles. The insertion gains were either those recommended by the CAM2 prescription rule or those optimized using ASR, while compression thresholds were always optimized using ASR. For each audiometric profile, the random-search algorithm was used to vary time constants with the aim to maximize ASR performance. A HA simulator and a HL simulator simulator were used, respectively, to amplify and to degrade speech stimuli according to the input audiogram. The resulting speech signals were fed to an ASR system for recognition. For each audiogram, 1,000 iterations of the random-search algorithm were used to find the time-constant configuration yielding the highest ASR score. To assess the reproducibility of the results, the random search algorithm was run twice. Optimizing the time constants significantly improved the ASR scores when CAM2 insertion gains were used, but not when using ASR-based gains. Repeating the random search yielded similar ASR scores, but different time-constant configurations.
|
|
Keyword:
[INFO]Computer Science [cs]; age-related hearing loss (ARHL); attack time; automatic speech recognition (ASR); compression speed; hearing aids (HAs); random search (RS); release time
|
|
URL: https://doi.org/10.3389/fnins.2022.779062 https://hal.archives-ouvertes.fr/hal-03627441
|
|
BASE
|
|
Hide details
|
|
2 |
A fine-grained recognition of Named Entities in ELTeC collection using cascades
|
|
|
|
In: Final Action Event of COST Action Distant Reading for European Literary History ; https://hal.archives-ouvertes.fr/hal-03615219 ; Final Action Event of COST Action Distant Reading for European Literary History, Christof Schöch, Apr 2022, Krakow, Poland ; https://www.distant-reading.net/events/conference-programme/ (2022)
|
|
BASE
|
|
Show details
|
|
3 |
The genetic architecture of language functional connectivity
|
|
|
|
In: ISSN: 1053-8119 ; EISSN: 1095-9572 ; NeuroImage ; https://hal.sorbonne-universite.fr/hal-03566120 ; NeuroImage, Elsevier, 2022, 249, pp.118795. ⟨10.1016/j.neuroimage.2021.118795⟩ (2022)
|
|
BASE
|
|
Show details
|
|
4 |
The "Fat Face" illusion: A robust adaptation for processing pairs of faces
|
|
|
|
In: ISSN: 0042-6989 ; EISSN: 0042-6989 ; Vision Research ; https://hal.archives-ouvertes.fr/hal-03579276 ; Vision Research, Elsevier, 2022, 195, pp.108015. ⟨10.1016/j.visres.2022.108015⟩ (2022)
|
|
BASE
|
|
Show details
|
|
5 |
RETRIEVING SPEAKER INFORMATION FROM PERSONALIZED ACOUSTIC MODELS FOR SPEECH RECOGNITION
|
|
|
|
In: IEEE ICASSP 2022 ; https://hal.archives-ouvertes.fr/hal-03539741 ; IEEE ICASSP 2022, 2022, Singapour, Singapore (2022)
|
|
BASE
|
|
Show details
|
|
6 |
Emotional Speech Recognition Using Deep Neural Networks
|
|
|
|
In: ISSN: 1424-8220 ; Sensors ; https://hal.archives-ouvertes.fr/hal-03632853 ; Sensors, MDPI, 2022, 22 (4), pp.1414. ⟨10.3390/s22041414⟩ (2022)
|
|
BASE
|
|
Show details
|
|
7 |
From Biological Synapses to “Intelligent” Robots
|
|
|
|
In: ISSN: 2079-9292 ; Electronics ; https://hal.archives-ouvertes.fr/hal-03590998 ; Electronics, MDPI, 2022, 11 (5), pp.707. ⟨10.3390/electronics11050707⟩ (2022)
|
|
BASE
|
|
Show details
|
|
8 |
Biological constraints on configural odour mixture perception
|
|
|
|
In: ISSN: 0022-0949 ; EISSN: 1477-9145 ; Journal of Experimental Biology ; https://hal-cnrs.archives-ouvertes.fr/hal-03610253 ; Journal of Experimental Biology, The Company of Biologists, 2022, 225 (6), pp.jeb242274. ⟨10.1242/jeb.242274⟩ ; https://journals.biologists.com/jeb/article-abstract/225/6/jeb242274/274695/Biological-constraints-on-configural-odour-mixture (2022)
|
|
BASE
|
|
Show details
|
|
9 |
Meta-Analysis of the Functional Neuroimaging Literature with Probabilistic Logic Programming
|
|
|
|
In: https://hal.archives-ouvertes.fr/hal-03590714 ; 2022 (2022)
|
|
BASE
|
|
Show details
|
|
10 |
The Impact of Removing Head Movements on Audio-visual Speech Enhancement
|
|
|
|
In: ICASSP 2022 - IEEE International Conference on Acoustics, Speech and Signal Processing ; https://hal.inria.fr/hal-03551610 ; ICASSP 2022 - IEEE International Conference on Acoustics, Speech and Signal Processing, IEEE Signal Processing Society, May 2022, Singapore, Singapore. pp.1-5 (2022)
|
|
BASE
|
|
Show details
|
|
11 |
Face recognition improvements in adults and children with face recognition difficulties
|
|
|
|
BASE
|
|
Show details
|
|
12 |
Face masks versus sunglasses: Limited effects of time and individual differences in the ability to judge facial identity and social traits
|
|
|
|
BASE
|
|
Show details
|
|
13 |
Efficient localization of the cortical language network and its functional neuroanatomy in dyslexia
|
|
|
|
BASE
|
|
Show details
|
|
14 |
Anxious voice and avoidant language in interaction with a woman wearing an Islamic headscarf: field-experimental evidence from the Paris metro
|
|
|
|
In: https://hal.archives-ouvertes.fr/hal-03140246 ; 2022 (2022)
|
|
BASE
|
|
Show details
|
|
15 |
Anxious voice and avoidant language in interaction with a woman wearing an Islamic headscarf: field-experimental evidence from the Paris metro
|
|
|
|
In: https://hal.archives-ouvertes.fr/hal-03140246 ; 2022 (2022)
|
|
BASE
|
|
Show details
|
|
16 |
A lexical approach for identifying behavioural action sequences
|
|
|
|
In: ISSN: 1553-734X ; EISSN: 1553-7358 ; PLoS Computational Biology ; https://hal.sorbonne-universite.fr/hal-03521462 ; PLoS Computational Biology, Public Library of Science, 2022, 18 (1), pp.e1009672. ⟨10.1371/journal.pcbi.1009672⟩ (2022)
|
|
BASE
|
|
Show details
|
|
17 |
An Overview of Indian Spoken Language Recognition from Machine Learning Perspective
|
|
|
|
In: ISSN: 2375-4699 ; EISSN: 2375-4702 ; ACM Transactions on Asian and Low-Resource Language Information Processing ; https://hal.inria.fr/hal-03616853 ; ACM Transactions on Asian and Low-Resource Language Information Processing, ACM, In press, ⟨10.1145/3523179⟩ (2022)
|
|
BASE
|
|
Show details
|
|
18 |
Hippocampal and auditory contributions to speech segmentation
|
|
|
|
In: ISSN: 0010-9452 ; Cortex ; https://hal.archives-ouvertes.fr/hal-03604957 ; Cortex, Elsevier, 2022, ⟨10.1016/j.cortex.2022.01.017⟩ (2022)
|
|
BASE
|
|
Show details
|
|
19 |
Évaluation de la perception des sons de parole chez les populations pédiatriques : réflexion sur les épreuves existantes
|
|
|
|
In: ISSN: 0298-6477 ; EISSN: 2117-7155 ; Glossa ; https://hal.archives-ouvertes.fr/hal-03646757 ; Glossa, UNADREO - Union NAtionale pour le Développement de la Recherche en Orthophonie, 2022, 132, pp.1-27 ; https://www.glossa.fr/index.php/glossa/article/view/1043 (2022)
|
|
BASE
|
|
Show details
|
|
20 |
Metacognitive improvement: Disentangling adaptive training from experimental confounds.
|
|
|
|
In: ISSN: 0096-3445 ; Journal of Experimental Psychology: General ; https://hal.archives-ouvertes.fr/hal-03581013 ; Journal of Experimental Psychology: General, American Psychological Association, In press, ⟨10.1037/xge0001185⟩ (2022)
|
|
BASE
|
|
Show details
|
|
|
|