Spoofing countermeasures for the protection of automatic speaker recognition systems against attacks with artificial signals
INTERSPEECH 2012, 13th Annual Conference of the International Speech Communication Association, September 9-13, Portland, Oregon, USA
The vulnerability of automatic speaker verification systems to imposture or spoofing is widely acknowledged. This paper shows that extremely high false alarm rates can be provoked by simple spoofing attacks with artificial, non-speech-like signals and highlights the need for spoofing countermeasures. We show that two new, but trivial countermeasures based on higher-level, dynamic features and voice quality assessment offer varying degrees of protection and that further work is needed to develop more robust spoofing countermeasure mechanisms. Finally, we show that certain classifiers are inherently more robust to such attacks than others which strengthens the case for fused-system approaches to automatic speaker verification.
| Mots Clés: | automatic speaker verification, biometrics, spoofing, imposture, countermeasures |
| Type: | Conférence |
| Langue: | English |
| Ville: | Portland |
| Pays: | ÉTATS-UNIS |
| Date: | Septembre 2012 |
| Département: | Communications Multimédia |
| Eurecom ref: | 3731 |
| Copyright: | © ISCA. Personal use of this material is permitted. The definitive version of this paper was published in INTERSPEECH 2012, 13th Annual Conference of the International Speech Communication Association, September 9-13, Portland, Oregon, USA and is available at : |
| Bibtex: | @inproceedings{EURECOM+3731, year = {2012}, title = {{S}poofing countermeasures for the protection of automatic speaker recognition systems against attacks with artificial signals}, author = {{A}legre, {F}ederico and {V}ipperla, {R}avichander and {E}vans, {N}icholas {W} {D}}, booktitle = {{INTERSPEECH} 2012, 13th {A}nnual {C}onference of the {I}nternational {S}peech {C}ommunication {A}ssociation, {S}eptember 9-13, {P}ortland, {O}regon, {USA} }, address = {{P}ortland, {\'{E}}{TATS}-{UNIS}}, month = {09}, url = {http://www.eurecom.fr/publication/3731} } |
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