Research Article
Multiple Musical Instrument Signal Recognition Based on Convolutional Neural Network
Table 3
F1 scores and overall accuracy of ten instruments under the benchmark model (using real pitch).
| Harmonic mapping matrix order | Piano | Violin | Viola | Guitar | Saxophone | Bassoon tube | Timpani | Xylophone | Bass | Trumpet | Overall accuracy |
| | 0.90 | 0.90 | 0.85 | 0.89 | 0.84 | 0.83 | 0.77 | 0.74 | 0.77 | 0.83 | 0.80 | | 0.91 | 0.91 | 0.86 | 0.89 | 0.85 | 0.83 | 0.80 | 0.76 | 0.75 | 0.85 | 0.80 | | 0.91 | 0.91 | 0.85 | 0.91 | 0.85 | 0.84 | 0.79 | 0.77 | 0.76 | 0.84 | 0.80 | | 0.91 | 0.91 | 0.85 | 0.90 | 0.85 | 0.86 | 0.81 | 0.78 | 0.77 | 0.85 | 0.81 | | 0.91 | 0.91 | 0.84 | 0.90 | 0.86 | 0.87 | 0.82 | 0.79 | 0.80 | 0.81 | 0.80 | | 0.91 | 0.91 | 0.85 | 0.90 | 0.86 | 0.87 | 0.77 | 0.78 | 0.79 | 0.82 | 0.80 |
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