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Table 1 Music genre classification accuracies for the GTZAN, ISMIR, Homburg, 1517-Artists, and Unique datasets

From: Music classification by low-rank semantic mappings

Method Features GTZAN ISMIR Homburg 1517-Artists Unique
LRSMs Fusion cmc 87.00 (2.62) 82.99 62.40 (3.65) 54.91 (2.54) 72.90 (1.26)
  Fusion cm 86.80 (2.85) 82.30 62.29 (4.04) 54.74 (2.68) 72.84 (1.11)
  Cortical 85.50 (2.79) 81.62 61.71 (4.02) 54.43 (2.58) 72.35 (1.05)
  MFCCs 50.60 (5.35) 59.08 43.26 (2.30) 23.45 (1.96) 54.60 (1.87)
  Chroma 17.6 (4.03) 43.90 26.93 (1.39) 9.77 (1.13) 24.71 (1.87)
SRC Fusion cmc 84.40 (2.27) 82.85 59.64 (3.24) 53.08 (2.83) 72.61 (1.18)
  Fusion cm 84.40 (2.71) 80.50 58.10 (4.15) 50.78 (2.41) 71.97 (1.85)
  Cortical 84.10 (3.04) 79.97 57.52 (3.98) 50.72 (2.61) 67.48 (1.14)
  MFCCs 63.60 (5.01) 70.50 38.10 (2.74) 30.12 (1.87) 56.59 (1.06)
  Chroma 36.80 (5.67) 47.73 26.61 (2.58) 17.01 (1.31) 31.20 (2.94)
SVMs Fusion cmc 86.80 (2.82) 82.99 62.61 (3.22) 53.30 (3.19) 75.15 (1.48)
  Fusion cm 86.40 (2.98) 73.93 61.07 (3.32) 53.08 (3.38) 73.54 (1.87)
  Cortical 86.00 (2.83) 73.79 60.92 (2.83) 53.71 (3.18) 68.89 (2.22)
  MFCCs 54.90 (3.14) 52.67 43.95 (2.05) 26.16 (2.96) 53.22 (1.06)
  Chroma 16.90 (4.02) 48.42 34.99 (1.96) 12.16 (2.27) 39.87 (2.67)
NN Fusion cmc 81.40 (3.20) 78.64 50.26 (4.21) 44.87 (2.21) 64.68 (2.31)
  Fusion cm 81.10 (3.31) 79.02 50.21 (3.48) 44.90 (2.43) 64.68 (2.31)
  Cortical 80.70 (3.26) 79.69 49.78 (2.98) 44.84 (2.55) 64.43 (2.57)
  MFCCs 57.60 (5.05) 67.76 29.79 (3.13) 26.57 (1.84) 48.82 (2.17)
  Chroma 34.10 (4.67) 42.24 23.64 (1.93) 14.40 (1.80) 25.32 (2.96)
  [20] 90.60 [20] 86.83 [16] 61.20 [16] 41.10 [16] 72.00
  [22] 84.30 [10] 83.50 [60] 57.81 [61] 35.00  
  [56] 82.50 [22] 83.15 [61] 55.30   
  [16] 82.00 [62] 82.30 [54] 53.23   
  [57] 77.20  
  1. The numbers within the parentheses indicate the standard deviations obtained by 10-fold cross-validation. The best results are indicated in italics.