Anomaly Detection on ADBench Tabular (aggregated across 47 datasets)
86.0246Average AUROCDISC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DISC2025.10 | 86.0246 | 4.5385 | — | — | — | |
| DDPMVariant=MSE-IFOREST2025.10 | 84.9808 | 5.0769 | — | — | — | |
| ADERHType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=1.06, Relative Speed=0.212026.06 | 78.18 | 8.22 | 4 | 39.72 | 3 | |
| RGLDType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=0.22, Relative Speed=12026.06 | 77.5 | 9.72 | 8 | 38.59 | 5 | |
| CBLOF2025.10 | 76.5023 | 6.6154 | — | — | — | |
| IForest2025.10 | 76.311 | 6.6154 | — | — | — | |
| IForestType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=0.52, Relative Speed=0.422026.06 | 76.17 | 9.91 | 1 | 38.78 | 0 | |
| DIFType=DL, Evaluation Protocol=fully unsupervised protocol, Time (s)=15.88, Relative Speed=0.012026.06 | 76.13 | 10.43 | 1 | 36.62 | 0 | |
| REPENType=DL, Evaluation Protocol=fully unsupervised protocol, Time (s)=47.88, Relative Speed=0.0052026.06 | 74.72 | 10.52 | 4 | 37.44 | 4 | |
| CBLOFType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=0.30, Relative Speed=0.732026.06 | 74.47 | 10.45 | 1 | 37.32 | 2 | |
| COPODType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=0.07, Relative Speed=3.32026.06 | 74.39 | 11.52 | 4 | 35.22 | 3 | |
| RDPType=DL, Evaluation Protocol=fully unsupervised protocol, Time (s)=29.41, Relative Speed=0.012026.06 | 74.15 | 11.43 | 1 | 30.99 | 2 | |
| HBOSType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=0.04, Relative Speed=5.412026.06 | 74.04 | 10.84 | 3 | 36.96 | 2 | |
| ECODType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=0.10, Relative Speed=2.262026.06 | 73.95 | 10.84 | 1 | 35.8 | 2 | |
| HBOS2025.10 | 73.7901 | 8 | — | — | — | |
| PCAType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=0.66, Relative Speed=0.332026.06 | 73.6 | 10.92 | 3 | 38.27 | 1 | |
| SLADType=DL, Evaluation Protocol=fully unsupervised protocol, Time (s)=39.78, Relative Speed=0.012026.06 | 73.39 | 9.76 | 7 | 35.23 | 10 | |
| PCA2025.10 | 72.9835 | 8.0256 | — | — | — | |
| RCAType=DL, Evaluation Protocol=fully unsupervised protocol, Time (s)=39.85, Relative Speed=0.012026.06 | 72.82 | 12.49 | 0 | 34 | 1 | |
| KNN2025.10 | 70.8433 | 7.6923 | — | — | — | |
| NeuTraLType=DL, Evaluation Protocol=fully unsupervised protocol, Time (s)=54.21, Relative Speed=0.0042026.06 | 70.76 | 12.04 | 4 | 28.12 | 4 | |
| OCSVMType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=1.80, Relative Speed=0.122026.06 | 69.98 | 13.63 | 1 | 33.23 | 1 | |
| kNNType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=0.84, Relative Speed=0.262026.06 | 69.87 | 11.96 | 4 | 31.54 | 2 | |
| OCSVM2025.10 | 69.5064 | 9.4615 | — | — | — | |
| SOD2025.10 | 69.3449 | 9.4615 | — | — | — | |
| GOADType=DL, Evaluation Protocol=fully unsupervised protocol, Time (s)=80.31, Relative Speed=0.0032026.06 | 68.73 | 12.54 | 2 | 33.25 | 3 | |
| SODType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=2.64, Relative Speed=0.082026.06 | 68.73 | 13.78 | 0 | 26.19 | 0 | |
| ECOD2025.10 | 66.7007 | 8.859 | — | — | — | |
| COPOD2025.10 | 66.5289 | 9.1667 | — | — | — | |
| LODAType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=0.05, Relative Speed=4.842026.06 | 64.93 | 15.29 | 0 | 30.52 | 1 | |
| DAGMMType=DL, Evaluation Protocol=fully unsupervised protocol, Time (s)=13.25, Relative Speed=0.022026.06 | 64.51 | 16.07 | 0 | 24.58 | 3 | |
| DDPMVariant=MSE2025.10 | 64.1453 | 11.3718 | — | — | — | |
| COFType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=18.53, Relative Speed=0.012026.06 | 62.75 | 15.98 | 1 | 23.07 | 0 | |
| COF2025.10 | 62.7385 | 11.4103 | — | — | — | |
| DDPMVariant=MSE-GEV2025.10 | 62.1617 | 11.7308 | — | — | — | |
| LOF2025.10 | 62.0708 | 10.7949 | — | — | — | |
| LOFType=Statistical, Evaluation Protocol=fully unsupervised protocol, Time (s)=0.39, Relative Speed=0.562026.06 | 61.5 | 15.57 | 1 | 21.47 | 2 | |
| DDPMVariant=MSE-GPD2025.10 | 60.8327 | 11.7692 | — | — | — | |
| ICLType=DL, Evaluation Protocol=fully unsupervised protocol, Time (s)=128.95, Relative Speed=0.0022026.06 | 58.85 | 16.63 | 4 | 21.97 | 3 | |
| DeepSVDDType=DL, Evaluation Protocol=fully unsupervised protocol, Time (s)=11.23, Relative Speed=0.022026.06 | 53.61 | 18.28 | 1 | 18.56 | 1 | |
| DAGMM2025.10 | 52.2257 | 12.4103 | — | — | — |