模型 | SMAP | SWaT | MSL | |||||||||
p | r | AUC | F1 | p | r | AUC | F1 | p | r | AUC | F1 | |
MAD_GAN | 0.8077 | 0.9999 | 0.9885 | 0.8936 | 0.9866 | 0.6879 | 0.8433 | 0.8106 | 0.9548 | 0.9999 | 0.9763 | 0.9769 |
LSTM_NDT | 0.7879 | 0.7326 | 0.8597 | 0.7834 | 0.9999 | 0.0109 | 0.5054 | 0.0215 | 0.7889 | 0.9999 | 0.8659 | 0.8821 |
DAGMM | 0.8069 | 0.9999 | 0.9885 | 0.8931 | 0.9866 | 0.6879 | 0.8433 | 0.8106 | 0.9686 | 0.9999 | 0.9837 | 0.984 |
OmniAnomaly | 0.8043 | 0.9999 | 0.9882 | 0.8915 | 0.9837 | 0.6698 | 0.8326 | 0.8032 | 0.9677 | 0.9999 | 0.9833 | 0.9836 |
USAD | 0.8095 | 0.9999 | 0.9886 | 0.8947 | 0.9977 | 0.677 | 0.8384 | 0.8066 | 0.9686 | 0.9999 | 0.9837 | 0.984 |
CAE_AD | 0.8884 | 0.9999 | 0.9939 | 0.9409 | 0.9739 | 0.6957 | 0.8464 | 0.8116 | 0.9752 | 0.9999 | 0.9872 | 0.9874 |