Methods | ACC (%) | SPC (%) | SEN (%) | F1_M (%) | G_M (%) | AUC (%) |
---|---|---|---|---|---|---|
WT | 75.49 (0.70)a | 99.29 (0.90) | 11.70 (1.55) | 20.57 (2.42) | 34.02 (2.26) | 82.50 (1.93) |
WT-SMOTE | 78.34 (1.35) | 89.34 (0.97) | 48.84 (2.52) | 55.06 (2.81) | 66.05 (2.04) | 83.18 (2.05) |
WT-BSMOTE | 78.85 (1.48) | 91.73 (0.79) | 44.35 (3.48) | 53.24 (3.72) | 63.75 (2.79) | 83.89 (2.37) |
WT-UNDER | 72.98 (2.07) | 70.00 (2.63) | 80.95 (3.37) | 61.96 (2.36) | 75.25 (2.02) | 83.40 (2.38) |
LBP | 81.70 (0.68) | 94.67 (0.78) | 46.94 (3.15) | 58.18 (2.35) | 66.63 (2.06) | 86.04 (1.66) |
LBP-SMOTE | 82.40 (1.37) | 91.52 (1.37) | 57.96 (2.38) | 64.16 (2.58) | 72.82 (1.76) | 86.78 (1.81) |
LBP-BSMOTE | 82.18 (1.07) | 92.18 (1.13) | 55.37 (1.77) | 62.81 (2.03) | 71.44 (1.36) | 86.57 (1.80) |
LBP-UNDER | 79.22 (2.16) | 80.81 (1.82) | 74.97 (4.45) | 66.22 (3.50) | 77.81 (2.80) | 86.33 (1.92) |
SIFT | 83.81 (0.91) | 96.24 (1.05) | 50.48 (2.12) | 62.88 (2.01) | 69.69 (1.47) | 91.14 (1.44) |
SIFT-SMOTE | 85.43 (2.20) | 92.59 (1.24) | 66.26 (4.94) | 71.16 (4.56) | 78.30 (3.37) | 91.34 (1.32) |
SIFT-BSMOTE | 84.88 (1.21) | 92.74 (1.44) | 63.81 (2.86) | 69.63 (2.32) | 76.91 (1.74) | 91.31 (1.34) |
SIFT-UNDER | 81.29 (1.57) | 79.54 (1.85) | 85.99 (2.07) | 71.43 (2.02) | 82.69 (1.52) | 91.29 (1.11) |
COTE | 78.15 (1.10) | 92.34 (1.26) | 40.14 (3.97) | 49.89 (3.47) | 60.81 (2.91) | 82.19 (2.34) |
COTE-SMOTE | 76.60 (1.07) | 80.46 (0.74) | 66.26 (3.35) | 60.59 (2.26) | 72.99 (1.92) | 81.41 (1.68) |
COTE-BSMOTE | 76.75 (1.32) | 80.71 (0.65) | 66.12 (3.83) | 60.68 (2.72) | 73.03 (2.28) | 80.98 (1.61) |
COTE-UNDER | 72.09 (1.52) | 69.85 (1.65) | 78.10 (3.74) | 60.32 (2.24) | 73.83 (1.93) | 80.87 (1.73) |
ResCNN | 90.22 (0.88) | 95.80 (1.23) | 76.05 (3.21) | 81.41 (1.74) | 85.34 (1.59) | 96.26 (0.73) |
CS-ResCNN | 92.24 (1.30) | 93.19 (1.73) | 89.66 (2.86) | 86.00 (2.27) | 91.39 (1.49) | 97.11 (0.59) |