Table 4.
5-Fold | Indepencent | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
framework | ACC | Sn | Sp | MCC | ACC | Sn | Sp | MCC | ||
Weak/ Strong Enhancer | EnhancerPred [31] | 62.06 | 62. 67 | 61.46 | 0.24 | 55 | 45 | 65 | 0.1021 | |
iEnhancer-2L [33] | 61.93 | 62.21 | 61.82 | 0.24 | 60.5 | 47 | 74 | 0.2181 | ||
iEnhancer-EL [43] | 65.03 | 69 | 61.05 | 0.31 | 61 | 54 | 68 | 0.2222 | ||
iEnhancer-Deep [16] | 80.86 | 83.57 | 78.16 | 0.62 | 61 | 73 | 49 | 0.2266 | ||
iEnhancer-XG [45] | 66.74 | 74.94 | 58.55 | 0.33 | 63.5 | 70 | 57 | 0.272 | ||
iEnhancer-EBLSTM [74] | - | - | - | - | 65.8 | 81.2 | 53.6 | 0.324 | ||
iEnhancer-ECNN [75] | - | - | - | - | 67.8 | 79.1 | 56.4 | 0.368 | ||
tan2019ensemble [44] | 58.96 | 79.65 | 38.28 | 0.19 | - | - | - | - | ||
Tan et al. Enhancer [44] | 59 | 80 | 38 | 0.2 | 68.49 | 0.83 | 0.46 | 0.31 | ||
iEnhancer-DSNet [2] | 63 | 63 | 67 | 0.26 | 83 | 83 | 67 | 0.70 | ||
Rank-GAN [51] | 69.7 | 70.68 | 68.89 | 0.3954 | 69.7 | 70.68 | 68.89 | 0.3954 | ||
iEnhacner-BERT [47] | 65.3 | - | - | 0.31 | 70.1 | 0.401 | ||||
iEnhancer-5Step [37] | 68.1 | 75.53 | 60.8 | 0.37 | - | - | - | - | ||
Enhancer-RD [36] | - | - | - | - | 70.5 | 84 | 57 | 0.426 | ||
iEnhancer-GAN [36] | - | - | - | - | 74.9 | 96.1 | 53.7 | 0.505 | ||
iEnhancer-CNN [65] | 76.43 | 73.64 | 76.8 | 0.45 | 75 | 65.25 | 76.1 | 0.3232 | ||
iEnhancer-DCLA [52] | 83.3 | 89.27 | 77.33 | 0.6736 | 78 | 87 | 69 | 0.5693 | ||
iEnhancer-MRBF [53] | 76.95 | 77.23 | 79.69 | 0.5419 | 83.50 | 100.00 | 67.00 | 0.7098 | ||
Proposed | 90 | 90 | 89.6 | 0.8 | 87.5 | 87.3 | 75 | 0.774 |