Multiresolution spectrotemporal analysis of complex sounds

被引:443
作者
Chi, T [1 ]
Ru, PW [1 ]
Shamma, SA [1 ]
机构
[1] Univ Maryland, Ctr Auditory & Acoust Res, Syst Res Inst, Dept Elect & Comp Engn, College Pk, MD 20742 USA
关键词
D O I
10.1121/1.1945807
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
A computational model of auditory analysis is described that is inspired by psychoacoustical and neurophysiological findings in early and central stages of the auditory system. The model provides a unified multiresolution representation of the spectral and temporal features likely critical in the perception of sound. Simplified, more specifically tailored versions of this model have already been validated by successful application in the assessment of speech intelligibility [Elhilali et al., Speech Commun. 41(2-3), 331-348 (2003); Chi et al., J. Acoust. Soc. Am. 106, 2719-2732 (1999)] and in explaining the perception of monaural phase sensitivity [R. Carlyon and S. Shamma, J. Acoust. Soc. Am. 114, 333-348 (2003)]. Here we provide a more complete mathematical formulation of the model, illustrating how complex signals are transformed through various stages of the model, and relating it to comparable existing models of auditory processing. Furthermore, we outline several reconstruction algorithms to resynthesize the sound from the model output so as to evaluate the fidelity of the representation and contribution of different features and cues to the sound percept. (C) 2005 Acoustical Society of America.
引用
收藏
页码:887 / 906
页数:20
相关论文
共 94 条
[1]  
Akansu A.N., 1992, Multiresolution Signal Decomposition: Transforms, Subbands, and Wavelets
[2]   Detection of modulation in spectral envelopes and linear-rippled noises by budgerigars (Melopsittacus undulatus) [J].
Amagai, S ;
Dooling, RJ ;
Shamma, S ;
Kidd, TL ;
Lohr, B .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1999, 105 (03) :2029-2035
[3]  
[Anonymous], 1998, 1998010 INT RES CORP
[4]  
Arai T, 1996, ICSLP 96 - FOURTH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, PROCEEDINGS, VOLS 1-4, P2490, DOI 10.1109/ICSLP.1996.607318
[5]   EFFECTIVENESS OF LINEAR PREDICTION CHARACTERISTICS OF SPEECH WAVE FOR AUTOMATIC SPEAKER IDENTIFICATION AND VERIFICATION [J].
ATAL, BS .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1974, 55 (06) :1304-1312
[6]   Joint acoustic and modulation frequency [J].
Atlas, L ;
Shamma, SA .
EURASIP JOURNAL ON APPLIED SIGNAL PROCESSING, 2003, 2003 (07) :668-675
[7]   MODULATION MASKING - EFFECTS OF MODULATION FREQUENCY, DEPTH, AND PHASE [J].
BACON, SP ;
GRANTHAM, DW .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1989, 85 (06) :2575-2580
[8]   EFFECTS OF SPECTRAL SMEARING ON THE INTELLIGIBILITY OF SENTENCES IN NOISE [J].
BAER, T ;
MOORE, BCJ .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1993, 94 (03) :1229-1241
[9]   UNIQUENESS OF SOLUTIONS TO TWO-DIMENSIONAL FOURIER PHASE PROBLEMS FOR LOCALIZED AND POSITIVE IMAGES [J].
BATES, RHT .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1984, 25 (02) :205-217
[10]  
CALHOUN B, 1995, J AUDITORY NEUROSCIE, V1, P39