Table 4 Music classification results on various datasets obtained by employing a few labeled music recordings
Method | Features | Â | Music Genre | Â | Â | Music Mood: MTV | ||
|---|---|---|---|---|---|---|---|---|
| Â | GTZAN | ISMIR | Homburg | 1517-Artists | Unique | Arousal | Valence | |
LRSMs | Fusion cmc | 72.02(1.97) | 74.05 (1.69) | 57.02 (0.44) | 41.03 (1.45) | 68.68 (0.52) | 62.76(1.57) | 56.28 (1.18) |
| Â | Fusion cm | 71.73 (1.79) | 73.28 (1.47) | 57.02 (0.44) | 41.03 (1.45) | 68.55 (0.66) | 62.76 (1.57) | 57.74 (1.42) |
SRC | Fusion cmc | 69.91 (1.57) | 72.36 (1.69) | 53.63 (0.62) | 35.92 (0.85) | 67.83 (1.11) | 60.29 (1.68) | 58.19 (2.00) |
| Â | Fusion cm | 68.33 (2.21) | 72.33 (1.30) | 53.48 (0.83) | 35.82 (0.89) | 67.70 (1.19) | 60.46 (1.40) | 58.25 (2.33) |
SVMs | Fusion cmc | 70.84 (1.41) | 72.55 (1.43) | 55.39 (0.86) | 37.83 (1.10) | 69.85 (0.68) | 55.24 (0.88) | 57.81 (1.17) |
| Â | Fusion cm | 70.33 (1.53) | 64.78 (0.86) | 55.43 (0.78) | 37.60 (1.00) | 69.46 (0.66) | 55.12 (0.87) | 57.88 (1.79) |
NN | Fusion cmc | 63.01 (3.18) | 71.07 (1.34) | 45.02 (1.19) | 29.95 (1.52) | 59.49 (1.49) | 59.14 (1.77) | 55.43 (1.21) |
| Â | Fusion cm | 61.63 (3.11) | 70.89 (1.10) | 44.84 (1.34) | 29.76 (1.42) | 59.41 (1.47) | 59.10 (1.47) | 55.42 (1.59) |