Skip to main content

Advertisement

Table 2 Music mood classification accuracies for the MTV dataset

From: Music classification by low-rank semantic mappings

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
  1. The numbers within the parentheses indicate the standard deviations obtained by 10-fold cross-validation. The best results are indicated in italics.