Improving competing voices segregation for hearing impaired listeners using a low-latency deep neural network algorithm

Lars Bramsløw, Gaurav Naithani, Atefeh Hafez, Tom Barker, Niels Henrik Pontoppidan, Tuomas Virtanen

    Tutkimustuotos: ArtikkeliScientificvertaisarvioitu

    7 Sitaatiot (Scopus)

    Abstrakti

    Hearing aid users are challenged in listening situations with noise and especially speech-on-speech situations with two or more competing voices. Specifically, the task of attending to and segregating two competing voices is particularly hard, unlike for normal-hearing listeners, as shown in a small sub-experiment. In the main experiment, the competing voices benefit of a deep neural network (DNN) based stream segregation enhancement algorithm was tested on hearing-impaired listeners. A mixture of two voices was separated using a DNN and presented to the two ears as individual streams and tested for word score. Compared to the unseparated mixture, there was a 13%-point benefit from the separation, while attending to both voices. If only one output was selected as in a traditional target-masker scenario, a larger benefit of 37%-points was found. The results agreed well with objective metrics and show that for hearing-impaired listeners, DNNs have a large potential for improving stream segregation and speech intelligibility in difficult scenarios with two equally important targets without any prior selection of a primary target stream. An even higher benefit can be obtained if the user can select the preferred target via remote control.

    AlkuperäiskieliEnglanti
    Sivut172-185
    Sivumäärä14
    JulkaisuJournal of the Acoustical Society of America
    Vuosikerta144
    Numero1
    DOI - pysyväislinkit
    TilaJulkaistu - 1 heinäk. 2018
    OKM-julkaisutyyppiA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä

    Julkaisufoorumi-taso

    • Jufo-taso 2

    !!ASJC Scopus subject areas

    • Arts and Humanities (miscellaneous)
    • Acoustics and Ultrasonics

    Sormenjälki

    Sukella tutkimusaiheisiin 'Improving competing voices segregation for hearing impaired listeners using a low-latency deep neural network algorithm'. Ne muodostavat yhdessä ainutlaatuisen sormenjäljen.

    Siteeraa tätä