Classification of HRTFs Using Perceptually Meaningful Frequency Arrays
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N. Eley, "Classification of HRTFs Using Perceptually Meaningful Frequency Arrays," Paper 10288, (2019 October.). doi:
N. Eley, "Classification of HRTFs Using Perceptually Meaningful Frequency Arrays," Paper 10288, (2019 October.). doi:
Abstract: Head-related transfer functions (HRTFs) are essential in binaural audio. Because HRTFs are highly individualized and difficult to acquire, much research has been devoted towards improving HRTF performance for the general population. Such research requires a valid and robust method for classifying and comparing HRTFs. This study used a k-nearest neighbor (KNN) classifier to evaluate the ability of several different frequency arrays to characterize HRTFs. The perceptual impact of these frequency arrays was evaluated through a subjective test. Mel-frequency arrays showed the best results in the KNN classification tests while the subjective test results were inconclusive.
@article{eley2019classification,
author={eley, nolan},
journal={journal of the audio engineering society},
title={classification of hrtfs using perceptually meaningful frequency arrays},
year={2019},
volume={},
number={},
pages={},
doi={},
month={october},}
@article{eley2019classification,
author={eley, nolan},
journal={journal of the audio engineering society},
title={classification of hrtfs using perceptually meaningful frequency arrays},
year={2019},
volume={},
number={},
pages={},
doi={},
month={october},
abstract={head-related transfer functions (hrtfs) are essential in binaural audio. because hrtfs are highly individualized and difficult to acquire, much research has been devoted towards improving hrtf performance for the general population. such research requires a valid and robust method for classifying and comparing hrtfs. this study used a k-nearest neighbor (knn) classifier to evaluate the ability of several different frequency arrays to characterize hrtfs. the perceptual impact of these frequency arrays was evaluated through a subjective test. mel-frequency arrays showed the best results in the knn classification tests while the subjective test results were inconclusive.},}
TY - paper
TI - Classification of HRTFs Using Perceptually Meaningful Frequency Arrays
SP -
EP -
AU - Eley, Nolan
PY - 2019
JO - Journal of the Audio Engineering Society
IS -
VO -
VL -
Y1 - October 2019
TY - paper
TI - Classification of HRTFs Using Perceptually Meaningful Frequency Arrays
SP -
EP -
AU - Eley, Nolan
PY - 2019
JO - Journal of the Audio Engineering Society
IS -
VO -
VL -
Y1 - October 2019
AB - Head-related transfer functions (HRTFs) are essential in binaural audio. Because HRTFs are highly individualized and difficult to acquire, much research has been devoted towards improving HRTF performance for the general population. Such research requires a valid and robust method for classifying and comparing HRTFs. This study used a k-nearest neighbor (KNN) classifier to evaluate the ability of several different frequency arrays to characterize HRTFs. The perceptual impact of these frequency arrays was evaluated through a subjective test. Mel-frequency arrays showed the best results in the KNN classification tests while the subjective test results were inconclusive.
Head-related transfer functions (HRTFs) are essential in binaural audio. Because HRTFs are highly individualized and difficult to acquire, much research has been devoted towards improving HRTF performance for the general population. Such research requires a valid and robust method for classifying and comparing HRTFs. This study used a k-nearest neighbor (KNN) classifier to evaluate the ability of several different frequency arrays to characterize HRTFs. The perceptual impact of these frequency arrays was evaluated through a subjective test. Mel-frequency arrays showed the best results in the KNN classification tests while the subjective test results were inconclusive.
Author:
Eley, Nolan
Affiliation:
New York University, New York, NY, USA
AES Convention:
147 (October 2019)
Paper Number:
10288
Publication Date:
October 8, 2019Import into BibTeX
Subject:
Spatial Audio, Part 2
Permalink:
http://www.aes.org/e-lib/browse.cfm?elib=20661