Table 2 Music mood classification accuracies for the MTV dataset
Method | Features | Rater A | Rater B | Rater C | Rater D | Rater E | Overall | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Arousal | Valence | Arousal | Valence | Arousal | Valence | Arousal | Valence | Arousal | Valence | Arousal | Valence | ||
LRSMs | Fusion cmc | 76.42 (10.79) | 66.02 (10.45) | 81.55 (7.73) | 63.57 (8.42) | 70.21 (10.48) | 57.28 (12.01) | 66.71 (5.72) | 69.21 (7.97) | 70.26 (8.92) | 61.55 (4.72) | 73.03 (1.97) | 63.53 (2.61) |
Fusion cm | 76.42 (10.79) | 66.02 (10.45) | 81.55 (7.73) | 63.57 (8.41) | 70.21 (10.48) | 57.28 (12.01) | 66.71 (5.72) | 69.21 (7.97) | 70.26 (8.92) | 61.55 (4.72) | 73.03 (1.97) | 63.53 (2.61) | |
Cortical | 76.42 (10.79) | 66.52 (10.77) | 81.52 (7.27) | 63.57 (8.41) | 69.68 (10.12) | 57.28 (12.01) | 66.18 (4.61) | 68.15 (9.09) | 70.26 (8.92) | 61.55 (4.72) | 72.72 (2.34) | 63.42 (2.63) | |
MFCCs | 69.76 (8.51) | 62.15 (7.39) | 68.15 (8.84) | 66.07 (10.65) | 64.21 (13.52) | 60.92 (11.43) | 64.57 (6.38) | 57.52 (16.75) | 63.65 (6.09) | 54.84 (13.72) | 66.07 (2.82) | 60.30 (3.13) | |
Chroma | 59.55 (11.61) | 62.15 (7.39) | 58.39 (8.45) | 66.07 (10.65) | 53.84 (16.36) | 60.92 (11.43) | 57.55 (12.58) | 55.47 (15.96) | 59.02 (6.87) | 55.34 (14.22) | 57.67 (3.51) | 59.99 (3.14) | |
SRC | Fusion cmc | 77.39 (12.01) | 59.97 (7.74) | 79.92 (7.67) | 64.00 (10.62) | 70.28 (10.40) | 58.92 (12.11) | 64.15 (7.39) | 65.02 (12.59) | 63.00 (10.25) | 56.36 (8.89) | 70.95 (1.86) | 60.85 (1.96) |
Fusion cm | 74.78 (11.37) | 59.97 (8.17) | 77.28 (9.49) | 63.00 (8.26) | 69.28 (10.88) | 62.50 (12.70) | 65.65 (7.22) | 62.89 (13.73) | 62.00 (10.81) | 54.23 (9.72) | 69.08 (1.59) | 60.52 (2.43) | |
Cortical | 75.36 (9.91) | 60.52 (6.35) | 77.81 (8.37) | 65.02 (10.26) | 68.73 (11.63) | 58.94 (10.14) | 62.10 (6.03) | 65.55 (12.14) | 63.53 (11.39) | 57.86 (7.62) | 69.51 (2.16) | 61.58 (2.18) | |
MFCCs | 53.81 (11.11) | 59.55 (10.24) | 60.97 (7.68) | 62.47 (12.71) | 64.15 (13.71) | 57.94 (9.30) | 53.86 (7.80) | 58.36 (8.60) | 63.13 (6.32) | 46.13 (13.43) | 59.18 (2.86) | 56.84 (2.00) | |
Chroma | 54.63 (14.75) | 53.31 (7.50) | 53.73 (11.93) | 61.65 (11.65) | 50.26 (9.08) | 48.60 (9.71) | 55.97 (9.81) | 56.00 (9.22) | 53.91 (9.22) | 48.55 (12.05) | 53.70 (2.28) | 53.62 (1.76) | |
SVMs | Fusion cmc | 76.39 (12.71) | 61.52 (10.01) | 78.97 (7.04) | 66.07 (10.65) | 68.23 (9.90) | 56.28 (13.23) | 61.05 (8.19) | 65.02 (9.55) | 69.84 (12.41) | 58.42 (13.71) | 70.90 (2.37) | 61.46 (1.81) |
Fusion cm | 73.36 (12.59) | 61.52 (10.01) | 78.47 (6.74) | 66.07 (10.65) | 67.73 (9.71) | 56.26 (13.54) | 61.05 (8.19) | 65.02 (9.55) | 70.34 (13.17) | 56.86 (12.52) | 70.59 (2.62) | 61.15 (1.61) | |
Cortical | 75.36 (12.59) | 61.00 (10.27) | 78.97 (7.04) | 66.07 (10.65) | 68.26 (9.25) | 56.26 (13.54) | 61.07 (7.33) | 64.02 (8.24) | 69.84 (14.09) | 56.86 (14.14) | 70.70 (2.99) | 60.84 (2.31) | |
MFCCs | 57.07 (15.30) | 62.15 (7.39) | 57.47 (13.08) | 66.07 (10.65) | 56.42 (10.93) | 60.92 (11.42) | 57.63 (10.93) | 55.47 (15.96) | 46.57 (11.54) | 55.34 (14.22) | 55.03 (2.41) | 59.99 (3.14) | |
Chroma | 57.07 (15.30) | 62.15 (7.39) | 57.47 (13.08) | 66.07 (10.65) | 56.42 (10.93) | 60.92 (11.42) | 57.63 (10.93) | 55.47 (15.96) | 46.57 (11.54) | 55.34 (14.22) | 55.03 (2.41) | 59.99 (3.14) | |
NN | Fusion cmc | 65.63 (5.86) | 51.28 (8.03) | 66.57 (11.73) | 57.31 (7.92) | 58.55 (11.15) | 57.84 (9.27) | 61.55 (6.43) | 54.73 (13.50) | 63.52 (9.98) | 52.81 (6.72) | 63.16 (2.57) | 54.80 (2.49) |
Fusion cm | 66.68 (6.35) | 52.34 (8.11) | 68.15 (8.74) | 60.39 (9.84) | 59.57 (10.87) | 57.36 (9.20) | 62.05 (6.90) | 55.26 (9.72) | 61 (10.03) | 52.23 (8.07) | 63.49 (1.84) | 55.52 (0.81) | |
Cortical | 64.60 (7.07) | 53.42 (9.29) | 69.71 (10.16) | 62.47 (7.69) | 60.60 (9.96) | 58.47 (7.39) | 61.00 (7.03) | 56.68 (12.02) | 62.60 (10.30) | 50.21 (7.97) | 63.60 (1.60) | 56.25 (1.82) | |
MFCCs | 58.97 (9.24) | 57.31 (10.20) | 59.39 (6.70) | 55.86 (11.66) | 57.52 (15.61) | 54.31 (8.52) | 52.97 (14.82) | 57.84 (11.71) | 62.47 (10.14) | 47.63 (11.52) | 58.26 (3.60) | 54.59 (1.30) | |
Chroma | 56.65 (15.01) | 49.21 (10.93) | 54.78 (14.22) | 57.02 (11.39) | 47.73 (9.08) | 49.73 (5.72) | 54.92 (8.53) | 55.42 (9.81) | 53.39 (9.55) | 46.60 (11.32) | 53.50 (2.68) | 51.6 (2.26) | |
[15] | 71.80 | 62.10 | 71.30 | 70.80 | 74.40 | 63.10 | 66.70 | 68.70 | 69.90 | 60.50 | 71.80 | 60.50 | |