Method | Feature | ACC | Sn | Sp | MCC | AUC |
---|---|---|---|---|---|---|
DLNN-5 [24] |  | 0.8537 | 0.8834 | 0.8229 |  ~  |  ~  |
ZCMM [23] | Â | 0.7772 | 0.7487 | 0.8151 | 0.5600 | 0.8610 |
SVM | FCGR | 0.8758 | 0.8966 | 0.8552 | 0.7528 | 0.9288 |
FCGR + DAC | 0.8749 | 0.8856 | 0.8644 | 0.7507 | 0.9314 | |
FCGR + TAC | 0.8752 | 0.8878 | 0.8626 | 0.7513 | 0.9306 | |
FCGR + DACC | 0.8537 | 0.8531 | 0.8544 | 0.7079 | 0.9208 | |
FCGR + TACC | 0.8415 | 0.8319 | 0.8509 | 0.6837 | 0.9113 | |
FCGR + PCPseDNC | 0.8727 | 0.8896 | 0.8561 | 0.7463 | 0.9284 | |
FCGR + PCPseTNC | 0.8719 | 0.8878 | 0.8561 | 0.7444 | 0.9281 | |
All features | 0.8137 | 0.7518 | 0.8748 | 0.6322 | 0.8996 | |
ELM | FCGR | 0.8428 | 0.8636 | 0.8222 | 0.6866 | 0.9075 |
FCGR + DAC | 0.8461 | 0.8724 | 0.8200 | 0.6936 | 0.9128 | |
FCGR + TAC | 0.8469 | 0.8698 | 0.8244 | 0.6952 | 0.9129 | |
FCGR + DACC | 0.8458 | 0.8763 | 0.8157 | 0.6936 | 0.9095 | |
FCGR + TACC | 0.8439 | 0.8808 | 0.8074 | 0.6902 | 0.9072 | |
FCGR + PCPseDNC | 0.8454 | 0.8645 | 0.8265 | 0.6918 | 0.9107 | |
FCGR + PCPseTNC | 0.8437 | 0.8627 | 0.8248 | 0.6882 | 0.9069 | |
All features | 0.8447 | 0.8843 | 0.8057 | 0.6923 | 0.9118 | |
XGBoost | FCGR | 0.8585 | 0.89309 | 0.8244 | 0.71934 | 0.9197 |
FCGR + DAC | 0.8537 | 0.8667 | 0.8409 | 0.708 | 0.9172 | |
FCGR + TAC | 0.8859 | 0.9045 | 0.8674 | 0.7725 | 0.9491 | |
FCGR + DACC | 0.8423 | 0.86583 | 0.8191 | 0.68588 | 0.9127 | |
FCGR + TACC | 0.8395 | 0.8667 | 0.8126 | 0.6805 | 0.905 | |
FCGR + PCPseDNC | 0.8559 | 0.88913 | 0.823 | 0.71396 | 0.9207 | |
FCGR + PCPseTNC | 0.8498 | 0.8645 | 0.8352 | 0.7003 | 0.9155 | |
All features | 0.8472 | 0.87374 | 0.8209 | 0.69581 | 0.917 | |
MLP | FCGR | 0.8565 | 0.8768 | 0.8365 | 0.7144 | 0.9186 |
CNN | FCGR | 0.8585 | 0.8746 | 0.8426 | 0.7185 | 0.9214 |