Anomaly Classification on MNIST benchmark leaderboard · SOTA2 Research

Anomaly Classification on MNIST

0.995Class 0 AUCPyr. AE

Evaluation Results

Method	Links
Pyr. AE2021.04		0.995	0.999	0.941	0.966	0.96	0.972	0.993	0.993	0.895	0.989	0.97
VAE2021.04		0.994	0.999	0.96	0.995	0.965	0.963	0.983	0.974	0.905	0.978	0.97
LSA2021.04		0.993	0.999	0.959	0.994	0.966	0.964	0.983	0.98	0.953	0.981	0.97
DAE2021.04		0.991	0.999	0.89	0.935	0.921	0.937	0.981	0.964	0.841	0.96	0.94
VT-ADL2021.04		0.99	1	0.976	0.976	0.984	0.971	0.995	0.99	0.974	0.99	0.984
OC SVM2021.04		0.988	0.999	0.902	0.95	0.955	0.968	0.978	0.965	0.853	0.995	0.95
Deep SVDD2021.04		0.98	0.997	0.917	0.919	0.949	0.885	0.959	0.946	0.939	0.965	0.948
KDE2021.04		0.885	0.996	0.71	0.693	0.844	0.776	0.861	0.884	0.669	0.825	0.81
Pix CNN GAN2021.04		0.531	0.995	0.478	0.592	0.517	0.542	0.594	0.789	0.34	0.662	0.62