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Published byJodie Annabelle McKinney Modified over 9 years ago
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1 Best Practices for Voice Authentication Charles R. Jankowski Jr., Ph. D. SpeechTek West 2007 February 21, 2007
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2 Design for Voice Authentication Dialog design is the single most critical aspect of voice authentication performance
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3 Make Verifier SECURE Make Verifier EASY to use Verifier Dialog and Application Design
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4 Verifier Performance Measures Automation Rate –Percentage of repeat true speakers automated by system –100 – False Reject Rate Security Rate –100 – False Accept Rate
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5 Baseline Performance
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6 Existing ID/Authentication SSN/Account# PIN
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7 Enrollment SSN/Account# PIN 1-9 KV selection Used by Verifier Optional
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8 Verification SSN/Account# 1-9 KV Used by Verifier Optional
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9 Summary of design takeaways 1.Maintain consistency between enrollment and verification dialogs 2.Collect enough data during enrollment and verification 3.Use variable length verification 4.Use knowledge verification 5.Use speaker adaptation
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10 1.Maintain consistency between enrollment and verification SSN/Account# Authentication 1-9 KV selection SSN/Account# 1-9 KV Only using 1-9 for voiceprint creation and checking Could also use account number, phone number, etc…
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11 Choice of Verification Utterance Why use identity claim? –One shorter dialog step –80% of users claim and verify in one step Why use common? –Many users do not like to speak their identity claim in public Identity theft Allow option to touch-tone identity claim –Multiple options for Identification Enrollment very complex and long –Common utterance performance more predictable Out-of-the-box performance better understood ID claim may vary in length –Evaluating performance with identity claim more complex Impostors MUST speak same text as enrollee Identity claim -> Need live impostors
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12 2. Collect enough data during enrollment and verification SSN/Account# Authentication 1-9 KV selection SSN/Account# 1-9 KV 3 Enrollment utterances instead of 2: 1-3% lower automation 1 Verification utterance instead of 2: 1-3% lower automation
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13 3. Use variable length verification SSN/Account# Authentication 1-9 KV selection SSN/Account# 1-9 80% 1-9 10% Same verification performance as with 2 required utterances
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14 4. Use knowledge verification SSN/Account# Authentication 1-9 KV selection SSN/Account# 1-9 80% 10% KV 10% Examples: PIN, Secret Date Verifier not turned on Increases Automation Increases Effectiveness of Adaptation
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15 5. Use speaker adaptation SSN/Account# Authentication 1-9 KV selection SSN/Account# 1-9 KV
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16 Speaker Verification Performance Speaker Adaptation –Online: Score very well, adapt and get even better –Manual: Unsure, backoff to knowledge, adapt if knowledge passes Cross-channel
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17 Thank You! www.nuance.com
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