Geochemical Anomaly Detection on soil2
81.38AUCVAE-GAN (VAE-G)
Evaluation Results
| Method | Links | |
|---|---|---|
| VAE-GAN (VAE-G)Method Type=Deep Generative2026.03 | 81.38 | |
| AutoEncoder (AE)Method Type=Deep Generative2026.03 | 79 | |
| GeoChemFormer (T2)Method Type=Transformer2026.03 | 68.96 | |
| Variational AutoEncoder (VAE)Method Type=Deep Generative2026.03 | 68.89 | |
| Vanilla Transformer (T1)Method Type=Transformer2026.03 | 67.8 | |
| VAE-cascade-GAN (VAE-CG)Method Type=Deep Generative2026.03 | 64.81 | |
| Z-score (ZS)Method Type=Statistical2026.03 | 61.22 | |
| VAE-Diffusion (VAE-D)Method Type=Deep Generative2026.03 | 59.65 | |
| k-Nearest Neighbors (KNN)Method Type=Statistical2026.03 | 57.33 | |
| One-Class SVM (OSVM)Method Type=Classical ML2026.03 | 53.21 | |
| Mahalanobis Distance (MD)Method Type=Statistical2026.03 | 52.47 | |
| Isolation Forest (IF)Method Type=Classical ML2026.03 | 52.07 |