Modeling head-related transfer functions with spherical wavelets

Abstract The head-related transfer function (HRTF) describes the sound transmission characteristics from a sound source to a listener’s ears. Recently, spherical harmonic decomposition has been extensively used for modeling the HRTF spatial patterns. Despite its advantage of approximating the coarse structure of HRTF spatial variations with modeling up to a low order, there are still some limitations since spherical harmonics take significant values in all directions. First, rapidly changing HRTF spatial variations in some local regions may require modeling up to a rather high order; this is not wise in terms of the modeling efficiency. Second, the expansion coefficients of the spherical harmonics describe the spatial frequency of the target dataset in all directions, and thus have difficulties in revealing the direction dependent HRTF characteristics. In this study, a method for locally modeling HRTF spatial patterns is proposed based on spherical wavelets, which take significant values only over a local region on the sphere. Results of numerical experiments show that our proposed method yields smaller approximation errors than the conventional method when representing HRTFs inside the local regions under evaluation. Furthermore, the expansion coefficients in the proposed method could well correspond to the HRTF local features on the sphere, which makes it a useful tool for the analysis and visualization of HRTF spatial patterns.

[1]  W. G. Gardner,et al.  HRTF measurements of a KEMAR , 1995 .

[2]  Yukio Iwaya,et al.  Dataset of head-related transfer functions measured with a circular loudspeaker array , 2014 .

[3]  Richard M. Stern,et al.  Efficient Real Spherical Harmonic Representation of Head-Related Transfer Functions , 2015, IEEE Journal of Selected Topics in Signal Processing.

[4]  F L Wightman,et al.  Headphone simulation of free-field listening. I: Stimulus synthesis. , 1989, The Journal of the Acoustical Society of America.

[5]  Michael P. Hobson,et al.  Fast Directional Continuous Spherical Wavelet Transform Algorithms , 2005, IEEE Transactions on Signal Processing.

[6]  Ramani Duraiswami,et al.  Interpolation and range extrapolation of HRTFs [head related transfer functions] , 2004, 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing.

[7]  F L Wightman,et al.  Headphone simulation of free-field listening. II: Psychophysical validation. , 1989, The Journal of the Acoustical Society of America.

[8]  Shuichi Sakamoto,et al.  Dataset of Near-Distance Head-Related Transfer Functions Calculated Using the Boundary element Method , 2018 .

[9]  Craig T. Jin,et al.  Creating the Sydney York Morphological and Acoustic Recordings of Ears Database , 2012, 2012 IEEE International Conference on Multimedia and Expo.

[10]  Ramani Duraiswami,et al.  INTERPOLATION AND RANGE EXTRAPOLATION OF HRTFS , 2004 .

[11]  E. Shaw Transformation of sound pressure level from the free field to the eardrum in the horizontal plane. , 1974, The Journal of the Acoustical Society of America.

[12]  Shuichi Sakamoto,et al.  Boundary Matching Filters for Spherical Microphone and Loudspeaker Arrays , 2018, IEEE/ACM Transactions on Audio, Speech, and Language Processing.

[13]  C. Avendano,et al.  The CIPIC HRTF database , 2001, Proceedings of the 2001 IEEE Workshop on the Applications of Signal Processing to Audio and Acoustics (Cat. No.01TH8575).

[14]  Peter Balazs,et al.  Multiple Exponential Sweep Method for Fast Measurement of Head-Related Transfer Functions , 2007 .

[15]  B F Katz,et al.  Boundary element method calculation of individual head-related transfer function. I. Rigid model calculation. , 2001, The Journal of the Acoustical Society of America.

[16]  Piotr Majdak,et al.  Fast multipole boundary element method to calculate head-related transfer functions for a wide frequency range. , 2009, The Journal of the Acoustical Society of America.

[17]  Sascha Spors,et al.  A Free Database of Head Related Impulse Response Measurements in the Horizontal Plane with Multiple Distances , 2011 .

[18]  Shoji Makino,et al.  Common acoustical pole and zero modeling of room transfer functions , 1994, IEEE Trans. Speech Audio Process..

[19]  Junfeng Li,et al.  A Compact Representation of the Head-Related Transfer Function Inspired by the Wavelet Transform on the Sphere , 2015, 2015 International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP).

[20]  Shuichi Sakamoto,et al.  Design theory for binaural synthesis: Combining microphone array recordings and head-related transfer function datasets , 2017 .

[21]  V. Mellert,et al.  Letter: Letter: Determination of the transfer function of the external ear by an impulse response measurement. , 1974, The Journal of the Acoustical Society of America.

[22]  F. Asano,et al.  An optimum computer‐generated pulse signal suitable for the measurement of very long impulse responses , 1995 .

[23]  S. Mallat A wavelet tour of signal processing , 1998 .

[24]  R. Duraiswami,et al.  Insights into head-related transfer function: Spatial dimensionality and continuous representation. , 2010, The Journal of the Acoustical Society of America.

[25]  Rodney A. Kennedy,et al.  On the use of Slepian functions for the reconstruction of the head-related transfer function on the sphere , 2015, 2015 9th International Conference on Signal Processing and Communication Systems (ICSPCS).

[26]  Yoichi Ando,et al.  On the simulation of sound localization , 1980 .

[27]  Michael Vorländer,et al.  Calculation of head-related transfer functions for arbitrary field points using spherical harmonics decomposition , 2012 .

[28]  Peter Schröder,et al.  Spherical wavelets: efficiently representing functions on the sphere , 1995, SIGGRAPH.

[29]  Yukio Iwaya,et al.  Principles and Applications of Spatial Hearing , 2011 .

[30]  César D. Salvador,et al.  A local representation of the head-related transfer function. , 2016, The Journal of the Acoustical Society of America.

[31]  Flemming Christensen,et al.  Directional resolution of head-related transfer functions required in binaural synthesis , 2005 .

[32]  A. Mills On the minimum audible angle , 1958 .

[33]  J. Blauert Spatial Hearing: The Psychophysics of Human Sound Localization , 1983 .

[34]  谢菠荪 Recovery of individual head-related transfer functions from a small set of measurements, , 2012 .

[35]  Makoto Otani,et al.  Fast calculation system specialized for head-related transfer function based on boundary element method. , 2006, The Journal of the Acoustical Society of America.

[36]  F. Asano,et al.  Role of spectral cues in median plane localization. , 1990, The Journal of the Acoustical Society of America.

[37]  Parastoo Sadeghi,et al.  Fast Directional Spatially Localized Spherical Harmonic Transform , 2012, IEEE Transactions on Signal Processing.

[38]  Anthony I. Tew,et al.  Analyzing head-related transfer function measurements using surface spherical harmonics , 1998 .