Tabular Anomaly Detection on Vertebral
96.83AUC-ROCSVC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SVCModality=Tabular2026.06 | 96.83 | 91.94 | |
| DMAIC-IADModality=Tabular2026.06 | 96.17 | 91.38 | |
| LLM-DASMethod Variant=DRL2025.10 | 76.29 | — | |
| CausalTAD-135Mbackbone=SmolLM-135M2026.02 | 63.1 | — | |
| CTADBase Detector=DRL2026.02 | 62.41 | — | |
| PaLD2025.12 | 62.2 | 18.4 | |
| DRL2025.10 | 62.16 | — | |
| DRL2026.02 | 61.56 | — | |
| AnoLLM-135Mbackbone=SmolLM-135M2026.02 | 57.3 | — | |
| AnoLLMModel Size=135M2025.10 | 56.5 | — | |
| LLM-DASMethod Variant=PCA2025.10 | 55.91 | — | |
| DTE2026.02 | 54.3 | — | |
| DTE2025.10 | 54.3 | — | |
| NPT-AD2025.10 | 53.47 | — | |
| Best Unsupervisedsource=[9]2025.12 | 53.2 | 15.2 | |
| DTE2026.02 | 48 | — | |
| LOF2025.10 | 43.17 | — | |
| ECOD2026.02 | 41.24 | — | |
| ECOD2025.10 | 41.24 | — | |
| ECOD2026.02 | 41.2 | — | |
| NeuTral2026.02 | 41.2 | — | |
| AnoLLMModel Size=360M2025.10 | 40.8 | — | |
| REPEN2026.02 | 37.8 | — | |
| MCM2026.02 | 37.67 | — | |
| MCM2025.10 | 37.67 | — | |
| DeepSVDD2026.02 | 37.6 | — | |
| ICL2026.02 | 35.1 | — | |
| CTADBase Detector=MCM2026.02 | 34.63 | — | |
| RCA2026.02 | 32.6 | — | |
| NeuTraLAD2026.02 | 31.21 | — | |
| SLAD2026.02 | 28.4 | — | |
| ICL2026.02 | 28.21 | — | |
| ICL2025.10 | 28.21 | — | |
| knn2025.12 | 27.7 | 9.1 | |
| DeepSVDD2026.02 | 27.06 | — | |
| DeepSVDD2025.10 | 27.06 | — | |
| OCSVM2026.02 | 26.54 | — | |
| OCSVM2025.10 | 26.54 | — | |
| CTADBase Detector=KNN2026.02 | 26.38 | — | |
| AutoEncoder2026.02 | 23.75 | — | |
| AutoEncoder2025.10 | 23.75 | — | |
| GOAD2026.02 | 23.6 | — | |
| GOAD2026.02 | 22.62 | — | |
| PCA2026.02 | 17.5 | — | |
| PCA2026.02 | 17.46 | — | |
| PCA2025.10 | 17.46 | — | |
| KNN2026.02 | 16.1 | — | |
| IForest2026.02 | 15.1 | — | |
| IForest2026.02 | 14.44 | — | |
| IForest2025.10 | 14.44 | — | |
| KNN2026.02 | 11.71 | — | |
| KNN2025.10 | 11.71 | — | |
| AnoLLMModel Scale=35M2025.10 | — | 28.9 | |
| AnoLLMModel Scale=360M2025.10 | — | 18.1 | |
| AutoEncoder2025.10 | — | 14.76 | |
| DeepSVDD2025.10 | — | 15.9 | |
| DRL2025.10 | — | 28.54 | |
| DTE2025.10 | — | 25.14 | |
| ECOD2025.10 | — | 19.17 | |
| ICL2025.10 | — | 15.98 | |
| IForest2025.10 | — | 13.42 | |
| KNN2025.10 | — | 12.39 | |
| LLM-DASVariant=PCA2025.10 | — | 14.33 | |
| LLM-DASVariant=DRL2025.10 | — | 56.57 | |
| LOF2025.10 | — | 20.63 | |
| MCM2025.10 | — | 19.49 | |
| NPT-AD2025.10 | — | 22.79 | |
| OCSVM2025.10 | — | 15.17 | |
| PCA2025.10 | — | 13.81 |