# Tabular Anomaly Detection on Satimage-2 Source: [Tabular Anomaly Detection on Satimage-2]() Collection index: [llms.txt]() Data updated: 2026-05-12T15:08:59.398Z Evaluation of Tabular Anomaly Detection performance on the Satimage-2 dataset, typically measured using AUC-ROC. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Tabular Anomaly Detection | | Dataset (including any stated split) | Satimage-2 | | Metric | AUC-ROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUC-ROC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC-ROC | Result date | Report paper | | --- | --- | --- | --- | | AnoLLM-135M | 1 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | CausalTAD-135M | 1 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | SLAD | 0.999 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | MCM | 0.9986 | Not recorded | 6a02b49ddbc836b87d824e3f | | RTTAD | 0.9985 | Not recorded | 6a02b49ddbc836b87d824e3f | | RCA | 0.998 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DIF | 0.9973 | Not recorded | 6a02b49ddbc836b87d824e3f | | SLAD | 0.9972 | Not recorded | 6a02b49ddbc836b87d824e3f | | KNN | 0.997 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | REPEN | 0.997 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | NeuTraLAD | 0.996 | Not recorded | 6a02b49ddbc836b87d824e3f | | ICL | 0.9958 | Not recorded | 6a02b49ddbc836b87d824e3f | | ICL | 0.995 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | TTAD | 0.9936 | Not recorded | 6a02b49ddbc836b87d824e3f | | GOAD | 0.993 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DTE | 0.993 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | IForest | 0.991 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | PCA | 0.982 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ECOD | 0.971 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | EPHAD | 0.9692 | Not recorded | 6a02b49ddbc836b87d824e3f | | GOAD | 0.964 | Not recorded | 6a02b49ddbc836b87d824e3f | | NeuTral | 0.96 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DeepSVDD | 0.957 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ECOD | 0.9124 | Not recorded | 6a02b49ddbc836b87d824e3f | | DeepSVDD | 0.8799 | Not recorded | 6a02b49ddbc836b87d824e3f | | DRL | 0.7863 | Not recorded | 6a02b49ddbc836b87d824e3f | | LOF | 0.6866 | Not recorded | 6a02b49ddbc836b87d824e3f | | Iforest | 0.6724 | Not recorded | 6a02b49ddbc836b87d824e3f | | LUNAR | 0.5893 | Not recorded | 6a02b49ddbc836b87d824e3f | | OCSVM | 0.5 | Not recorded | 6a02b49ddbc836b87d824e3f | ### AnoLLM-135M AUC-ROC: 1. Result ID: 6998df3d5698665ec443607c. [Reporting paper]() Recorded evaluation configuration: {"backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### CausalTAD-135M AUC-ROC: 1. Result ID: 6998df3d5698665ec443607d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### SLAD AUC-ROC: 0.999. Result ID: 6998df3d5698665ec4436076. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCM AUC-ROC: 0.9986. Result ID: 6a03427d47f34ce924e84cbb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RTTAD AUC-ROC: 0.9985. Result ID: 6a03427d47f34ce924e84cbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RCA AUC-ROC: 0.998. Result ID: 6998df3d5698665ec4436075. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIF AUC-ROC: 0.9973. Result ID: 6a03427d47f34ce924e84cb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SLAD AUC-ROC: 0.9972. Result ID: 6a03427d47f34ce924e84cb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN AUC-ROC: 0.997. Result ID: 6998df3d5698665ec4436072. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REPEN AUC-ROC: 0.997. Result ID: 6998df3d5698665ec443607b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NeuTraLAD AUC-ROC: 0.996. Result ID: 6a03427d47f34ce924e84cb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL AUC-ROC: 0.9958. Result ID: 6a03427d47f34ce924e84cb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL AUC-ROC: 0.995. Result ID: 6998df3d5698665ec4436079. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TTAD AUC-ROC: 0.9936. Result ID: 6a03427d47f34ce924e84cb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOAD AUC-ROC: 0.993. Result ID: 6998df3d5698665ec4436077. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTE AUC-ROC: 0.993. Result ID: 6998df3d5698665ec443607a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest AUC-ROC: 0.991. Result ID: 6998df3d5698665ec4436070. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-ROC: 0.982. Result ID: 6998df3d5698665ec4436071. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECOD AUC-ROC: 0.971. Result ID: 6998df3d5698665ec4436073. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EPHAD AUC-ROC: 0.9692. Result ID: 6a03427d47f34ce924e84cba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOAD AUC-ROC: 0.964. Result ID: 6a03427d47f34ce924e84cb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NeuTral AUC-ROC: 0.96. Result ID: 6998df3d5698665ec4436078. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSVDD AUC-ROC: 0.957. Result ID: 6998df3d5698665ec4436074. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECOD AUC-ROC: 0.9124. Result ID: 6a03427d47f34ce924e84cb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSVDD AUC-ROC: 0.8799. Result ID: 6a03427d47f34ce924e84cb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DRL AUC-ROC: 0.7863. Result ID: 6a03427d47f34ce924e84cbc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUC-ROC: 0.6866. Result ID: 6a03427d47f34ce924e84caf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Iforest AUC-ROC: 0.6724. Result ID: 6a03427d47f34ce924e84cae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LUNAR AUC-ROC: 0.5893. Result ID: 6a03427d47f34ce924e84cb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM AUC-ROC: 0.5. Result ID: 6a03427d47f34ce924e84cb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.