Tabular Anomaly Detection on Optdigits
0.9997AUC-ROCCTAD
Evaluation Results
| Method | Links | |
|---|---|---|
| CTADBase Detector=MCM2026.02 | 0.9997 | |
| MCM2026.02 | 0.9947 | |
| CTADBase Detector=KNN2026.02 | 0.9945 | |
| CTADBase Detector=DRL2026.02 | 0.9887 | |
| KNN2026.02 | 0.9862 | |
| ICAD-LLMAD Method Category=Task-Specific, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 0.9788 | |
| MCMAD Method Category=Task-Specific2025.12 | 0.9732 | |
| CausalTAD-135Mbackbone=SmolLM-135M2026.02 | 0.972 | |
| DRL2026.02 | 0.9717 | |
| AnoLLM-135Mbackbone=SmolLM-135M2026.02 | 0.967 | |
| NeuTral2026.02 | 0.952 | |
| RTTAD2026.05 | 0.946 | |
| KNN2026.02 | 0.933 | |
| ICL2026.02 | 0.918 | |
| SLAD2026.02 | 0.916 | |
| ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 0.9023 | |
| NeuTraLAD2026.02 | 0.8471 | |
| GOAD2026.02 | 0.84 | |
| MCM2026.05 | 0.8295 | |
| IForest2026.02 | 0.8239 | |
| DTE2026.02 | 0.8238 | |
| IForest2026.02 | 0.813 | |
| RCA2026.02 | 0.801 | |
| IForestAD Method Category=Task-Specific2025.12 | 0.7973 | |
| GOADAD Method Category=Task-Specific2025.12 | 0.7962 | |
| ICL2026.02 | 0.787 | |
| TTAD2026.05 | 0.7794 | |
| LOF2026.05 | 0.7765 | |
| DTE2026.02 | 0.776 | |
| DeepSVDD2026.02 | 0.7603 | |
| DRL2026.05 | 0.7441 | |
| LUNAR2026.05 | 0.7386 | |
| AutoEncoder2026.02 | 0.6694 | |
| ICL2026.05 | 0.645 | |
| DAGMMAD Method Category=Task-Specific2025.12 | 0.6429 | |
| OCSVM2026.02 | 0.6338 | |
| UniADAD Method Category=Universal2025.12 | 0.6332 | |
| NeuTraL ADAD Method Category=Universal2025.12 | 0.6326 | |
| SLAD2026.05 | 0.624 | |
| Iforest2026.05 | 0.6219 | |
| ECOD2026.02 | 0.616 | |
| ECOD2026.02 | 0.6145 | |
| DeepSVDD2026.02 | 0.614 | |
| ACRAD Method Category=Universal2025.12 | 0.6114 | |
| GOAD2026.02 | 0.5972 | |
| GOAD2026.05 | 0.5949 | |
| PCA2026.02 | 0.585 | |
| PCA2026.02 | 0.5817 | |
| DIF2026.05 | 0.5466 | |
| EPHAD2026.05 | 0.5088 | |
| OCSVM2026.05 | 0.5 | |
| NeuTraLAD2026.05 | 0.4924 | |
| ECOD2026.05 | 0.4839 | |
| DeepSVDD2026.05 | 0.465 | |
| REPEN2026.02 | 0.305 |