Research Article

Multiple Musical Instrument Signal Recognition Based on Convolutional Neural Network

Table 2

F1 and overall accuracy of ten instruments under the benchmark model (using estimated pitch).

Harmonic mapping matrix orderPianoViolinViolaGuitarSaxophoneBassoon tubeTimpaniXylophoneBassTrumpetOverall accuracy

I10.880.880.840.880.820.820.760.730.770.800.77
I20.890.890.840.890.840.830.780.750.730.810.77
I30.900.90838.000 8920.830 8360.780.760.800.740.77
I40.900.40832.000.890.840.840.790.750.750.790.77
I50.890.890.840.890.850.850.800.770.800.760.77
I60.890.890.830.890.850.850.040.770.770.790.78