VOICE-BASED AUTHENTICATION
A voice-based authentication system receives uttered words from a user (e.g., a human speaker); compares the uttered words with an authentication text that includes high-confidence corpus words and one or more low-confidence corpus words from previous training or authentication; identifies high-confidence uttered words and at least one low-confidence uttered word based on the comparison with the authentication text; compares the high-confidence uttered words with a threshold; determines that the at least one low-confidence uttered word corresponds to any of the low-confidence corpus words of the authentication text; and grants access to a resource (e.g., a user account, a document, a building, or a vehicle) based on the comparison of the high-confidence uttered words with a threshold and on the determination that the at least one low-confidence uttered word corresponds to any of the one or more low-confidence corpus words.
1 . A computer-implemented method for staging and carrying out authentication of a user, the method comprising, by a computer system:
presenting a user with a series of dictionary words;
recording first uttered words from the user corresponding to the series of dictionary words;
assigning a confidence score to each of the first uttered words based on a comparison of the first uttered words with standard pronunciations of corresponding words in the series, wherein at least some of the first uttered words have confidence scores in a lower range and are deemed to be low-confidence words;
receiving voice input in the form of second uttered words in response to a challenge prompt including at least one of the low-confidence words;
assigning an authentication score for each of the second uttered words based on a comparison of the second uttered words with the standard pronunciations of corresponding words in the challenge prompt; and
granting access to a resource based at least in part on a determination that at least one of the second uttered words has an authentication score within a predefined range of the confidence score of the at least one low-confidence word.
2 . The method of claim 1 , wherein the challenge prompt comprises a pre-defined script.
3 . The method of claim 1 , wherein the challenge prompt includes words that are randomly selected from the series of dictionary words.
4 . The method of claim 1 , wherein the granting access to the resource is performed as part of a multi-factor authentication process.
5 . The method of claim 1 further comprising performing analysis of a pitch, rhythm or speaking speed of the voice input, wherein granting access to the resource is further based on the analysis.
6 . The method of claim 1 , wherein the second uttered words are spoken.
7 . The method of claim 1 , wherein the second uttered words are sung.
8 . The method of claim 1 , wherein the resource comprises a user account, a document, a building, or a vehicle.
9 . A non-transitory computer-readable medium having stored thereon computer-executable instructions configured to cause a computer system to authenticate a user by performing steps comprising:
presenting a user with a series of dictionary words;
recording first uttered words from the user corresponding to the series of dictionary words;
assigning a confidence score to each of the first uttered words based on a comparison of the first uttered words with standard pronunciations of corresponding words in the series, wherein at least some of the first uttered words have confidence scores in a lower range and are deemed to be low-confidence words;
receiving voice input in the form of second uttered words in response to a challenge prompt including at least one of the low-confidence words;
assigning an authentication score for each of the second uttered words based on a comparison of the second uttered words with standard pronunciations of corresponding words in the challenge prompt; and
granting access to a resource based at least in part on a determination that at least one of the second uttered words has an authentication score within a predefined range of the confidence score of the at least one low-confidence word.
10 . A non-transitory computer-readable medium having stored thereon computer-executable instructions configured to cause a computer system to authenticate a user by performing steps comprising:
receiving voice input in the form of uttered words from a user;
comparing the uttered words of the voice input with an authentication text including a plurality of high-confidence corpus words and one or more low-confidence corpus words;
determining similarity scores for the individual uttered words based on the comparing;
identifying a plurality of high-confidence uttered words and at least one low-confidence uttered word based on the similarity scores;
comparing the high-confidence uttered words with a threshold;
determining that the at least one low-confidence uttered word corresponds to any of the one or more low-confidence corpus words; and
granting access to a resource based at least in part on a comparison of the high-confidence uttered words with a threshold and on the determination that the at least one low-confidence uttered word corresponds to any of the one or more low-confidence corpus words associated with the challenge prompt.
11 . The non-transitory computer-readable medium of claim 10 , wherein the uttered words are uttered in response to a challenge prompt.
12 . The non-transitory computer-readable medium of claim 10 , the steps further comprising generating the authentication text for presentation as part of a challenge prompt.
13 . The non-transitory computer-readable medium of claim 10 , wherein the step of comparing the high-confidence uttered words with the threshold comprises:
comparing a percentage of the uttered words in the voice input identified as high-confidence with a corresponding percentage threshold; or
comparing the number of uttered words in the voice input identified as high-confidence with a corresponding number threshold.
14 . The non-transitory computer-readable medium of claim 10 , wherein the authentication text is randomly selected from the corpus of words.
15 . The non-transitory computer-readable medium of claim 10 , wherein the steps are performed as part of a multi-factor authentication process.
16 . The non-transitory computer-readable medium of claim 10 , wherein the steps further comprise analyzing a pitch, rhythm or speaking speed of the voice input, and wherein granting access to the resource is further based on the pitch, rhythm, or speaking speed.
17 . The non-transitory computer-readable medium of claim 10 , wherein the uttered words are spoken.
18 . The non-transitory computer-readable medium of claim 10 , wherein the uttered words are sung.
19 . The non-transitory computer-readable medium of claim 10 , wherein the resource comprises a user account, a document, a building, or a vehicle.
20 . A computer system comprising a memory and a processor, the computer system being programmed to perform steps comprising:
receiving voice input in the form of uttered words from a user;
comparing the uttered words of the voice input with an authentication text including a plurality of high-confidence corpus words and a plurality of low-confidence corpus words;
identifying a plurality low-confidence uttered words based on the comparison of the uttered words with the authentication text;
determining that the low-confidence uttered words correspond to the low-confidence corpus words of the authentication text; and
granting access to a resource based at least in part on the determination that the low-confidence uttered words correspond to the low-confidence corpus words of the authentication text.