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 orderPianoViolinViolaGuitarSaxophoneBassoon tubeTimpaniXylophoneBassTrumpetOverall accuracy

0.900.900.850.890.840.830.770.740.770.830.80
0.910.910.860.890.850.830.800.760.750.850.80
0.910.910.850.910.850.840.790.770.760.840.80
0.910.910.850.900.850.860.810.780.770.850.81
0.910.910.840.900.860.870.820.790.800.810.80
0.910.910.850.900.860.870.770.780.790.820.80