Research Article
Study on Similarity among Indian Languages Using Language Verification Framework
Table 1
Average EER values of verification systems of 16 languages using the four systems (sec = second).
| Language | MFCC + SDC + GMM | MFCC + SDC + SVM | SFCC + SDC + GMM | SFCC + SDC + SVM | 3 sec | 10 sec | 30 sec | 3 sec | 10 sec | 30 sec | 3 sec | 10 sec | 30 sec | 3 sec | 10 sec | 30 sec |
| Assamese | 28.17 | 17.43 | 15.97 | 23.63 | 14.20 | 4.77 | 24.37 | 22.20 | 22.73 | 18.73 | 7.47 | 1.83 | Bengali | 12.73 | 7.43 | 3.30 | 20.00 | 10.73 | 6.57 | 9.63 | 4.03 | 0.00 | 23.30 | 7.07 | 2.93 | English | 15.60 | 8.53 | 9.63 | 28.70 | 17.07 | 6.37 | 11.10 | 4.03 | 5.83 | 32.93 | 14.90 | 6.73 | Gujarati | 34.37 | 29.63 | 29.63 | 40.73 | 30.73 | 28.53 | 34.90 | 28.53 | 29.63 | 35.97 | 26.70 | 20.00 | Hindi | 29.27 | 23.67 | 23.10 | 26.33 | 25.80 | 26.33 | 21.83 | 18.37 | 16.70 | 27.07 | 26.17 | 24.37 | Kannada | 16.53 | 11.83 | 10.00 | 17.07 | 5.83 | 4.93 | 19.83 | 14.37 | 14.90 | 18.53 | 10.00 | 7.80 | Kashmiri | 22.93 | 10.00 | 2.93 | 16.53 | 3.67 | 2.20 | 19.47 | 3.63 | 1.47 | 19.10 | 4.40 | 1.83 | Konkani | 24.00 | 29.27 | 36.33 | 21.83 | 14.37 | 10.00 | 19.80 | 23.63 | 31.10 | 20.00 | 11.10 | 4.93 | Malayalam | 25.07 | 25.07 | 22.73 | 30.37 | 23.83 | 14.53 | 25.80 | 23.63 | 21.80 | 29.63 | 25.80 | 15.43 | Marathi | 28.17 | 28.53 | 27.80 | 28.00 | 21.10 | 17.07 | 25.27 | 28.90 | 23.83 | 30.37 | 18.53 | 18.53 | Odia | 30.73 | 26.17 | 24.73 | 26.33 | 13.67 | 8.90 | 38.17 | 27.80 | 26.53 | 28.53 | 22.93 | 12.73 | Punjabi | 18.53 | 13.80 | 7.43 | 32.90 | 28.90 | 26.73 | 21.83 | 16.17 | 12.20 | 36.90 | 29.27 | 30.00 | Sanskrit | 26.70 | 24.53 | 22.53 | 27.80 | 17.27 | 11.47 | 22.37 | 18.53 | 14.90 | 24.20 | 19.27 | 11.83 | Tamil | 19.10 | 10.73 | 7.80 | 33.63 | 29.83 | 21.63 | 18.73 | 10.37 | 8.17 | 30.00 | 26.17 | 21.10 | Telugu | 15.63 | 14.53 | 8.53 | 24.00 | 16.90 | 7.10 | 15.27 | 12.57 | 6.37 | 28.17 | 21.47 | 13.10 | Urdu | 30.00 | 33.43 | 21.47 | 38.37 | 38.90 | 28.90 | 37.80 | 41.47 | 27.07 | 37.80 | 43.63 | 34.90 |
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