Research Article
Application of Transfer Learning Algorithm and Real Time Speech Detection in Music Education Platform
Table 2
Speech recognition accuracy after applying the fine-tuning of frozen layer.
| Research objects | Class hours | Percentage of frozen fine adjustment layer | 10 | 30 | 50 | 70 | 90 |
| Female/Male | 25 | 64.29 | 61.29 | 61.52 | 54.30 | 23.60 | 50 | 63.32 | 62.94 | 59.31 | 54.10 | 29.11 | 100 | 63.89 | 63.62 | 61.36 | 53.29 | 34.30 | 200 | 62.22 | 61.42 | 57.10 | 53.80 | 35.64 |
| Female sex | 25 | 76.25 | 77.20 | 74.61 | 65.14 | 35.58 | 50 | 71.96 | 76.56 | 72.58 | 65.61 | 41.20 | 100 | 76.62 | 76.36 | 74.25 | 65.72 | 39.76 | 200 | 74.90 | 75.28 | 71.58 | 66.40 | 46.50 |
| Male | 25 | 73.10 | 78.66 | 76.79 | 71.24 | 25.10 | 50 | 77.32 | 76.74 | 74.88 | 65.70 | 39.78 | 100 | 77.80 | 76.87 | 74.71 | 66.68 | 43.86 | 200 | 75.32 | 76.02 | 71.66 | 65.56 | 39.50 |
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