Geochemical Anomaly Detection on rock 2
91.85AUCAutoEncoder (AE)
Evaluation Results
| Method | Links | |
|---|---|---|
| AutoEncoder (AE)Method Type=Deep Generative2026.03 | 91.85 | |
| Variational AutoEncoder (VAE)Method Type=Deep Generative2026.03 | 87.04 | |
| GeoChemFormer (T2)Method Type=Transformer2026.03 | 80.5 | |
| VAE-GAN (VAE-G)Method Type=Deep Generative2026.03 | 79.01 | |
| VAE-cascade-GAN (VAE-CG)Method Type=Deep Generative2026.03 | 75.93 | |
| Vanilla Transformer (T1)Method Type=Transformer2026.03 | 74.44 | |
| VAE-Diffusion (VAE-D)Method Type=Deep Generative2026.03 | 60.86 | |
| k-Nearest Neighbors (KNN)Method Type=Statistical2026.03 | 55.62 | |
| Isolation Forest (IF)Method Type=Classical ML2026.03 | 51.51 | |
| One-Class SVM (OSVM)Method Type=Classical ML2026.03 | 48.7 | |
| Mahalanobis Distance (MD)Method Type=Statistical2026.03 | 47.78 | |
| Z-score (ZS)Method Type=Statistical2026.03 | 30.56 |