Table 5 Performance of the proposed and other discrimination algorithms
From: Music detection from broadcast contents using convolutional neural networks with a Mel-scale kernel
Test data | Algorithm | F-score (%) | Precision (%) | Recall (%) | Recall_nosp (%) |
|---|---|---|---|---|---|
Korean drama | Proposed | 95.9 | 95.9 | 96.0 | 96.8 |
Tsipas et al. [16] | 77.9 | 97.0 | 65.1 | 74.6 | |
Doukhan et al. [15] | 79.9 | 95.4 | 68.7 | 80.3 | |
Korean reality | Proposed | 94.7 | 93.0 | 96.4 | 97.5 |
Tsipas et al. [16] | 66.6 | 96.2 | 51.0 | 67.6 | |
Doukhan et al. [15] | 68.0 | 96.4 | 52.5 | 75.6 | |
British 8 h | Proposed | 86.5 | 85.3 | 87.8 | 92.2 |
Tsipas et al. [16] | 67.8 | 83.2 | 57.3 | 72.2 | |
Doukhan et al. [15] | 67.4 | 80.6 | 57.9 | 86.7 | |
Spanish 12 h | Proposed | 88.9 | 84.7 | 93.4 | 96.8 |
Tsipas et al. [16] | 71.1 | 91.8 | 58.0 | 76.4 | |
Doukhan et al. [15] | 73.1 | 92.9 | 60.2 | 86.5 | |
MIREX 2015 | Proposed | 95.3 | 99.4 | 91.6 | 92.5 |
Tsipas et al. [16] | 96.4 | 99.3 | 93.7 | 96.1 | |
Doukhan et al. [15] | 95.4 | 99.3 | 91.9 | 94.1 | |
Dafx 07 | Proposed | 87.6 | 88.3 | 87.0 | 87.0 |
Tsipas et al. [16] | 70.6 | 88.7 | 58.7 | 58.7 | |
Doukhan et al. [15] | 65.7 | 87.9 | 52.4 | 52.4 |