DocumentCode :
2798002
Title :
Score normalization in playback attack detection
Author :
Shang, Wei ; Stevenson, Maryhelen
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of New Brunswick, Fredericton, NB, Canada
fYear :
2010
fDate :
14-19 March 2010
Firstpage :
1678
Lastpage :
1681
Abstract :
The task of a playback attack detector (PAD) is to decide whether an incoming recording shares the same originating utterance as any of N stored recordings. All recordings are noisy channel-distorted versions of the same phrase uttered by the same person; the originating utterances of the N stored recordings are assumed to be distinct. The proposed approach makes a decision based on a set of N similarity scores which quantify the similarity between the incoming recording and each of the N stored recordings. Although satisfactory results are obtained by thresholding the maximum of the N scores using speaker and phrase (SaP)-dependent thresholds, it is shown that the use of a relative similarity score (a normalized version of the maximum similarity score) results in significant performance improvements especially in the case when the incoming recording is a severely distorted version of a stored recording utterance, as well as for the case when SaP-independent thresholds are used.
Keywords :
speaker recognition; SaP-dependent thresholds; SaP-independent thresholds; noisy channel-distorted versions; playback attack detection; score normalization; speaker verification; Atherosclerosis; Communication channels; Councils; Databases; Decision making; Detectors; Protection; Robustness; Speech processing; Testing; Score normalization; playback attack detection; speaker verification; test normalization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
ISSN :
1520-6149
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2010.5495503
Filename :
5495503
Link To Document :
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