Geochemical Anomaly Detection on rock 1
0.7844AUCGeoChemFormer (T2)
Evaluation results
| Method | Links | |
|---|---|---|
| GeoChemFormer (T2)Method Type=Transformer2026.03 | 0.7844 | |
| Vanilla Transformer (T1)Method Type=Transformer2026.03 | 0.7031 | |
| VAE-GAN (VAE-G)Method Type=Deep Generative2026.03 | 0.6953 | |
| Isolation Forest (IF)Method Type=Classical ML2026.03 | 0.6836 | |
| Variational AutoEncoder (VAE)Method Type=Deep Generative2026.03 | 0.6672 | |
| VAE-Diffusion (VAE-D)Method Type=Deep Generative2026.03 | 0.6391 | |
| VAE-cascade-GAN (VAE-CG)Method Type=Deep Generative2026.03 | 0.6281 | |
| Z-score (ZS)Method Type=Statistical2026.03 | 0.5773 | |
| One-Class SVM (OSVM)Method Type=Classical ML2026.03 | 0.5625 | |
| AutoEncoder (AE)Method Type=Deep Generative2026.03 | 0.5516 | |
| Mahalanobis Distance (MD)Method Type=Statistical2026.03 | 0.5109 | |
| k-Nearest Neighbors (KNN)Method Type=Statistical2026.03 | 0.5086 |