EEG-based auditory attention decoding with audiovisual speech for hearing-impaired listeners

被引:1
作者
Wang, Bo [1 ]
Xu, Xiran [1 ]
Niu, Yadong [1 ]
Wu, Chao [2 ]
Wu, Xihong [1 ,3 ]
Chen, Jing [1 ,3 ,4 ]
机构
[1] Peking Univ, Speech & Hearing Res Ctr, Sch Intelligence Sci & Technol, Key Lab Machine Percept,Minist Educ, Beijing 100871, Peoples R China
[2] Peking Univ, Sch Nursing, Beijing 100191, Peoples R China
[3] Coll Future Technol, Natl Biomed Imaging Ctr, Beijing 100871, Peoples R China
[4] Room 2227, Sci Bldg 2, 5 Yiheyuan Rd, Beijing 100871, Peoples R China
关键词
audiovisual speech; auditory attention decoding; EEG; hearing impairment; speech-in-noise; TEMPORAL-FINE-STRUCTURE; TO-NOISE RATIOS; OLDER-ADULTS; CORTICAL REPRESENTATION; MODULATION DETECTION; GAP DETECTION; AID USERS; TRACKING; CUES; ENTRAINMENT;
D O I
10.1093/cercor/bhad325
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Auditory attention decoding (AAD) was used to determine the attended speaker during an auditory selective attention task. However, the auditory factors modulating AAD remained unclear for hearing-impaired (HI) listeners. In this study, scalp electroencephalogram (EEG) was recorded with an auditory selective attention paradigm, in which HI listeners were instructed to attend one of the two simultaneous speech streams with or without congruent visual input (articulation movements), and at a high or low target-to-masker ratio (TMR). Meanwhile, behavioral hearing tests (i.e. audiogram, speech reception threshold, temporal modulation transfer function) were used to assess listeners' individual auditory abilities. The results showed that both visual input and increasing TMR could significantly enhance the cortical tracking of the attended speech and AAD accuracy. Further analysis revealed that the audiovisual (AV) gain in attended speech cortical tracking was significantly correlated with listeners' auditory amplitude modulation (AM) sensitivity, and the TMR gain in attended speech cortical tracking was significantly correlated with listeners' hearing thresholds. Temporal response function analysis revealed that subjects with higher AM sensitivity demonstrated more AV gain over the right occipitotemporal and bilateral frontocentral scalp electrodes.
引用
收藏
页码:10972 / 10983
页数:12
相关论文
共 88 条
  • [21] Emergence of neural encoding of auditory objects while listening to competing speakers
    Ding, Nai
    Simon, Jonathan Z.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (29) : 11854 - 11859
  • [22] AMPLITUDE-MODULATION DETECTION OF NARROW-BAND NOISE - EFFECTS OF ABSOLUTE BANDWIDTH AND FREQUENCY REGION
    EDDINS, DA
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1993, 93 (01) : 470 - 479
  • [23] AUDITORY, VISUAL, AND AUDITORY-VISUAL RECOGNITION OF CONSONANTS BY CHILDREN WITH NORMAL AND IMPAIRED HEARING
    ERBER, NP
    [J]. JOURNAL OF SPEECH AND HEARING RESEARCH, 1972, 15 (02): : 413 - &
  • [24] MODULATION AND GAP DETECTION FOR BROAD-BAND AND FILTERED NOISE SIGNALS
    FORMBY, C
    MUIR, K
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1988, 84 (02) : 545 - 550
  • [25] Congruent Audiovisual Speech Enhances Cortical Envelope Tracking during Auditory Selective Attention
    Fu, Zhen
    Chen, Jing
    [J]. INTERSPEECH 2020, 2020, : 116 - 120
  • [26] Congruent audiovisual speech enhances auditory attention decoding with EEG
    Fu, Zhen
    Wu, Xihong
    Chen, Jing
    [J]. JOURNAL OF NEURAL ENGINEERING, 2019, 16 (06)
  • [27] Brainstem encoding of frequency-modulated sweeps is relevant to Mandarin concurrent-vowels identification for normal-hearing and hearing-impaired listeners
    Fu, Zhen
    Yang, Hongying
    Chen, Fei
    Wu, Xihong
    Chen, Jing
    [J]. HEARING RESEARCH, 2019, 380 : 123 - 136
  • [28] Age-Dependent Changes in Temporal-Fine-Structure Processing in the Absence of Peripheral Hearing Loss
    Fuellgrabe, Christian
    [J]. AMERICAN JOURNAL OF AUDIOLOGY, 2013, 22 (02) : 313 - 315
  • [29] Effects of Sensorineural Hearing Loss on Cortical Synchronization to Competing Speech during Selective Attention
    Fuglsang, Soren A.
    Marcher-Rorsted, Jonatan
    Dau, Torsten
    Hjortkjaer, Jens
    [J]. JOURNAL OF NEUROSCIENCE, 2020, 40 (12) : 2562 - 2572
  • [30] Noise-robust cortical tracking of attended speech in real-world acoustic scenes
    Fuglsang, Soren Asp
    Dau, Torsten
    Hjortkjaer, Jens
    [J]. NEUROIMAGE, 2017, 156 : 435 - 444