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Anomaly Classification on MNIST

0.995Class 0 AUC

Pyr. AE

Updated 4d ago

Evaluation Results

Method	Links
Pyr. AE 2021.04		0.995	0.999	0.941	0.966	0.96	0.972	0.993	0.993	0.895	0.989	0.97
VAE 2021.04		0.994	0.999	0.96	0.995	0.965	0.963	0.983	0.974	0.905	0.978	0.97
LSA 2021.04		0.993	0.999	0.959	0.994	0.966	0.964	0.983	0.98	0.953	0.981	0.97
DAE 2021.04		0.991	0.999	0.89	0.935	0.921	0.937	0.981	0.964	0.841	0.96	0.94
VT-ADL 2021.04		0.99	1	0.976	0.976	0.984	0.971	0.995	0.99	0.974	0.99	0.984
OC SVM 2021.04		0.988	0.999	0.902	0.95	0.955	0.968	0.978	0.965	0.853	0.995	0.95
Deep SVDD 2021.04		0.98	0.997	0.917	0.919	0.949	0.885	0.959	0.946	0.939	0.965	0.948
KDE 2021.04		0.885	0.996	0.71	0.693	0.844	0.776	0.861	0.884	0.669	0.825	0.81
Pix CNN GAN 2021.04		0.531	0.995	0.478	0.592	0.517	0.542	0.594	0.789	0.34	0.662	0.62