Geochemical Anomaly Detection on rock 3
84.46AUCAutoEncoder (AE)
Evaluation results
| Method | Links | |
|---|---|---|
| AutoEncoder (AE)Method Type=Deep Generative2026.03 | 84.46 | |
| Vanilla Transformer (T1)Method Type=Transformer2026.03 | 79.86 | |
| VAE-GAN (VAE-G)Method Type=Deep Generative2026.03 | 75.27 | |
| k-Nearest Neighbors (KNN)Method Type=Statistical2026.03 | 74.24 | |
| GeoChemFormer (T2)Method Type=Transformer2026.03 | 73.02 | |
| One-Class SVM (OSVM)Method Type=Classical ML2026.03 | 68.69 | |
| Mahalanobis Distance (MD)Method Type=Statistical2026.03 | 67.61 | |
| Variational AutoEncoder (VAE)Method Type=Deep Generative2026.03 | 66.94 | |
| VAE-Diffusion (VAE-D)Method Type=Deep Generative2026.03 | 64.92 | |
| VAE-cascade-GAN (VAE-CG)Method Type=Deep Generative2026.03 | 63.51 | |
| Z-score (ZS)Method Type=Statistical2026.03 | 58.13 | |
| Isolation Forest (IF)Method Type=Classical ML2026.03 | 54.75 |