Graph Anomaly Detection on Photo (test)
28.93AUPRCARC
Evaluation Results
| Method | Links | |
|---|---|---|
| ARCMethod Category=GGAD methods2026.03 | 28.93 | |
| TA-GGADMethod Category=GGAD methods2026.03 | 25.22 | |
| ProMoSParadigm=Ours, Setting=Zero-shot2026.05 | 18.33 | |
| TAMParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 15.46 | |
| SmoothGNNMethod Category=GAD methods2026.03 | 10.61 | |
| TAMMethod Category=GAD methods2026.03 | 9.97 | |
| AnomalyGFMMethod Category=GGAD methods2026.03 | 9.46 | |
| GCTAMMethod Category=GAD methods2026.03 | 8.74 | |
| DOMINANTParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 7.88 | |
| GHRNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 7.67 | |
| DOMINANTMethod Category=GAD methods2026.03 | 7.43 | |
| BWGNNMethod Category=GAD methods2026.03 | 7.41 | |
| CAGADMethod Category=GAD methods2026.03 | 7.21 | |
| GHRNMethod Category=GAD methods2026.03 | 6.86 | |
| HCM-AMethod Category=GAD methods2026.03 | 6.8 | |
| HCM-AParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 6.73 | |
| BWGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 6.55 | |
| CoLAParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 6.4 | |
| CONSISGADMethod Category=GAD methods2026.03 | 6.36 | |
| UNPromptMethod Category=GGAD methods2026.03 | 6.33 | |
| GATMethod Category=GAD methods2026.03 | 6.04 | |
| UNPromptParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 5.99 | |
| BGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 5.96 | |
| GATParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 5.62 | |
| AnomalyGFMParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 5.32 | |
| GCNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 5.27 | |
| GCNMethod Category=GAD methods2026.03 | 4.82 | |
| BGNNMethod Category=GAD methods2026.03 | 4.74 | |
| CoLAMethod Category=GAD methods2026.03 | 4.42 | |
| SpaceGNNMethod Category=GAD methods2026.03 | 4.15 | |
| S-GADMethod Category=GAD methods2026.03 | 3.92 |