Tabular Anomaly Detection on Mammography
0.915AUC-ROCAnoLLM-135M
Evaluation Results
| Method | Links | |
|---|---|---|
| AnoLLM-135Mbackbone=SmolLM-135M2026.02 | 0.915 | |
| ECOD2026.02 | 0.906 | |
| PCA2026.02 | 0.9 | |
| RTTAD2026.05 | 0.897 | |
| IForest2026.02 | 0.881 | |
| CausalTAD-135Mbackbone=SmolLM-135M2026.02 | 0.876 | |
| RCA2026.02 | 0.873 | |
| KNN2026.02 | 0.872 | |
| DTE2026.02 | 0.864 | |
| MCM2026.05 | 0.8635 | |
| REPEN2026.02 | 0.863 | |
| GOAD2026.05 | 0.8618 | |
| DeepSVDD2026.02 | 0.857 | |
| DIF2026.05 | 0.8561 | |
| EPHAD2026.05 | 0.8371 | |
| ICL2026.05 | 0.8014 | |
| OCSVM2026.05 | 0.801 | |
| ICL2026.02 | 0.782 | |
| GOAD2026.02 | 0.756 | |
| SLAD2026.05 | 0.7547 | |
| SLAD2026.02 | 0.74 | |
| ECOD2026.05 | 0.7321 | |
| DRL2026.05 | 0.7139 | |
| NeuTraLAD2026.05 | 0.6944 | |
| NeuTral2026.02 | 0.69 | |
| TTAD2026.05 | 0.6479 | |
| LOF2026.05 | 0.5918 | |
| LUNAR2026.05 | 0.5898 | |
| DeepSVDD2026.05 | 0.5835 | |
| Iforest2026.05 | 0.4956 |