Anomaly Detection on MNIST (AUC and Rank Metrics)
100AUCDROCC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DROCCNormal Class=02026.03 | 100 | — | — | — | |
| DROCCNormal Class=22026.03 | 100 | — | — | — | |
| DROCCNormal Class=32026.03 | 100 | — | — | — | |
| DROCCNormal Class=42026.03 | 100 | — | — | — | |
| DROCCNormal Class=52026.03 | 100 | — | — | — | |
| DROCCNormal Class=62026.03 | 100 | — | — | — | |
| DROCCNormal Class=72026.03 | 100 | — | — | — | |
| DROCCNormal Class=82026.03 | 100 | — | — | — | |
| DROCCNormal Class=92026.03 | 100 | — | — | — | |
| DROCCNormal Class=12026.03 | 99.96 | — | — | — | |
| IMD-ADNormal Class=12026.03 | 99.93 | — | — | — | |
| IMD-ADNormal Class=42026.03 | 99.9 | — | — | — | |
| IMD-ADNormal Class=02026.03 | 99.86 | — | — | — | |
| IMD-ADNormal Class=62026.03 | 99.8 | — | — | — | |
| IMD-ADNormal Class=82026.03 | 99.73 | — | — | — | |
| Deep SVDDNormal Class=12026.03 | 99.7 | — | — | — | |
| IMD-ADNormal Class=72026.03 | 99.69 | — | — | — | |
| IMD-ADNormal Class=52026.03 | 99.67 | — | — | — | |
| IMD-ADNormal Class=22026.03 | 99.66 | — | — | — | |
| IMD-ADNormal Class=32026.03 | 99.66 | — | — | — | |
| OCSVMNormal Class=12026.03 | 99.56 | — | — | — | |
| IMD-ADNormal Class=92026.03 | 99.29 | — | — | — | |
| OCSVMNormal Class=02026.03 | 99.01 | — | — | — | |
| SSLMNormal Class=12026.03 | 98.61 | — | — | — | |
| SVDDNormal Class=12026.03 | 98.34 | — | — | — | |
| Deep SVDDNormal Class=62026.03 | 98.3 | — | — | — | |
| OCSVMNormal Class=62026.03 | 98.09 | — | — | — | |
| Deep SVDDNormal Class=02026.03 | 98 | — | — | — | |
| AENormal Class=02026.03 | 97.47 | — | — | — | |
| IFNormal Class=12026.03 | 97.46 | — | — | — | |
| AENormal Class=12026.03 | 96.93 | — | — | — | |
| Deep SVDDNormal Class=92026.03 | 96.5 | — | — | — | |
| OCSVMNormal Class=92026.03 | 96.34 | — | — | — | |
| KDENormal Class=02026.03 | 96.28 | — | — | — | |
| OCSVMNormal Class=72026.03 | 96.01 | — | — | — | |
| OCSVMNormal Class=42026.03 | 95.79 | — | — | — | |
| OCSVMNormal Class=22026.03 | 95.78 | — | — | — | |
| AENormal Class=62026.03 | 94.96 | — | — | — | |
| Deep SVDDNormal Class=42026.03 | 94.9 | — | — | — | |
| Deep SVDDNormal Class=72026.03 | 94.6 | — | — | — | |
| OCSVMNormal Class=32026.03 | 93.96 | — | — | — | |
| Deep SVDDNormal Class=82026.03 | 93.9 | — | — | — | |
| SSLMNormal Class=02026.03 | 93.88 | — | — | — | |
| OCSVMNormal Class=82026.03 | 93.76 | — | — | — | |
| AENormal Class=92026.03 | 93.54 | — | — | — | |
| KDENormal Class=12026.03 | 92.54 | — | — | — | |
| Deep SVDDNormal Class=32026.03 | 91.9 | — | — | — | |
| Deep SVDDNormal Class=22026.03 | 91.7 | — | — | — | |
| OCSVMNormal Class=52026.03 | 91.57 | — | — | — | |
| KDENormal Class=62026.03 | 91.27 | — | — | — | |
| SSLMNormal Class=62026.03 | 90.7 | — | — | — | |
| AENormal Class=72026.03 | 90.61 | — | — | — | |
| SVDDNormal Class=02026.03 | 90.39 | — | — | — | |
| IFNormal Class=02026.03 | 90.33 | — | — | — | |
| KDENormal Class=82026.03 | 89.16 | — | — | — | |
| SSLMNormal Class=42026.03 | 89.04 | — | — | — | |
| KDENormal Class=92026.03 | 88.59 | — | — | — | |
| Deep SVDDNormal Class=52026.03 | 88.5 | — | — | — | |
| SSLMNormal Class=72026.03 | 87.76 | — | — | — | |
| KDENormal Class=32026.03 | 87.17 | — | — | — | |
| AENormal Class=32026.03 | 86.94 | — | — | — | |
| KDENormal Class=72026.03 | 86.66 | — | — | — | |
| AENormal Class=82026.03 | 86.51 | — | — | — | |
| IFNormal Class=72026.03 | 85.57 | — | — | — | |
| KDENormal Class=22026.03 | 85.56 | — | — | — | |
| SSLMNormal Class=22026.03 | 85.49 | — | — | — | |
| SSLMNormal Class=92026.03 | 85.32 | — | — | — | |
| SSLMNormal Class=82026.03 | 85.06 | — | — | — | |
| IFNormal Class=62026.03 | 84.92 | — | — | — | |
| SVDDNormal Class=42026.03 | 84.5 | — | — | — | |
| IFNormal Class=92026.03 | 84.15 | — | — | — | |
| AENormal Class=42026.03 | 83.73 | — | — | — | |
| SSLMNormal Class=32026.03 | 83.67 | — | — | — | |
| KDENormal Class=42026.03 | 82.34 | — | — | — | |
| IFNormal Class=32026.03 | 82.12 | — | — | — | |
| SVDDNormal Class=92026.03 | 81.57 | — | — | — | |
| IFNormal Class=82026.03 | 81.43 | — | — | — | |
| IFNormal Class=42026.03 | 80.35 | — | — | — | |
| AENormal Class=22026.03 | 80.06 | — | — | — | |
| AENormal Class=52026.03 | 79.22 | — | — | — | |
| IFNormal Class=22026.03 | 78.96 | — | — | — | |
| SVDDNormal Class=82026.03 | 78.56 | — | — | — | |
| IFNormal Class=52026.03 | 74.24 | — | — | — | |
| SSLMNormal Class=52026.03 | 74.1 | — | — | — | |
| KDENormal Class=52026.03 | 73.05 | — | — | — | |
| SVDDNormal Class=32026.03 | 72.44 | — | — | — | |
| SVDDNormal Class=72026.03 | 70.67 | — | — | — | |
| SVDDNormal Class=62026.03 | 70.66 | — | — | — | |
| SVDDNormal Class=52026.03 | 59.91 | — | — | — | |
| SVDDNormal Class=22026.03 | 53.33 | — | — | — | |
| AE2026.03 | — | 89 | 5 | — | |
| Deep SVDD2026.03 | — | 94.8 | 4 | — | |
| DROCC2026.03 | — | 100 | 1 | — | |
| IF2026.03 | — | 83.95 | 8 | — | |
| IMD-AD2026.03 | — | 99.72 | 2 | — | |
| KDE2026.03 | — | 87.26 | 7 | — | |
| OCSVM2026.03 | — | 95.99 | 3 | — | |
| SSLM2026.03 | — | 87.36 | 6 | — | |
| SVDD2026.03 | — | 76.04 | 9 | — |