Subjective comparison and evaluation of speech enhancement algorithms

被引:469
作者
Hu, Yi [1 ]
Loizou, Philipos C. [1 ]
机构
[1] Univ Texas, Dept Elect Engn, Richardson, TX 75083 USA
关键词
speech enhancement; noise reduction; subjective evaluation; ITU-T P.835;
D O I
10.1016/j.specom.2006.12.006
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Making meaningful comparisons between the performance of the various speech enhancement algorithms proposed over the years has been elusive due to lack of a common speech database, differences in the types of noise used and differences in the testing methodology. To facilitate such comparisons, we report on the development of a noisy speech corpus suitable for evaluation of speech enhancement algorithms. This corpus is subsequently used for the subjective evaluation of 13 speech enhancement methods encompassing four classes of algorithms: spectral subtractive, subspace, statistical-model based and Wiener-type algorithms. The subjective evaluation was performed by Dynastat, Inc., using the ITU-T P.835 methodology designed to evaluate the speech quality along three dimensions: signal distortion, noise distortion and overall quality. This paper reports the results of the subjective tests. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:588 / 601
页数:14
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