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However, we found that correction actually decreases the verification performance.
The thresholding method, called sufficient speech evidence, increases the verification performance, especially for the low SNR levels.
Since the training data is clean, the type of VAD will not make much difference on the verification performance.
The verification performance of the proposed method is examined and compared on CASIA Ver.1 and UBIRIS databases.
Instead of a linear function between the end points, other types of functions, such as an exponential, may increase the verification performance.
Furthermore, we demonstrate that the two criteria provide complementary information that can significantly improve the verification performance if a score-level fusion of both approaches is carried out.
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Then we investigate the verification performances while varying the input feature dimensions and the number of quantization bits per feature pair.
Before proceeding to the results for the i-vector method, it may be beneficial to verify that the polynomial regression is the main reason for the increased verification performance.
Figure4 shows the speaker verification performance in terms of EER for the cortical features and for the MFCC features as a function of noise type/strength and trial condition.
The average verification performance for each noise type using the Miss-10 and quadratic DCF metrics is shown in Tables3 and4, respectively.
We evaluated the effectiveness of test case creation efforts and the automatic verification performance of environment replications, test cases extractions, and test case executions.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com