Geochemical Anomaly Detection on sed1
0.7228AUCGeoChemFormer (T2)
Evaluation results
| Method | Links | |
|---|---|---|
| GeoChemFormer (T2)Method Type=Transformer2026.03 | 0.7228 | |
| Vanilla Transformer (T1)Method Type=Transformer2026.03 | 0.7111 | |
| VAE-cascade-GAN (VAE-CG)Method Type=Deep Generative2026.03 | 0.7103 | |
| VAE-Diffusion (VAE-D)Method Type=Deep Generative2026.03 | 0.6948 | |
| VAE-GAN (VAE-G)Method Type=Deep Generative2026.03 | 0.6843 | |
| k-Nearest Neighbors (KNN)Method Type=Statistical2026.03 | 0.6169 | |
| Isolation Forest (IF)Method Type=Classical ML2026.03 | 0.6067 | |
| AutoEncoder (AE)Method Type=Deep Generative2026.03 | 0.5851 | |
| Variational AutoEncoder (VAE)Method Type=Deep Generative2026.03 | 0.5441 | |
| One-Class SVM (OSVM)Method Type=Classical ML2026.03 | 0.541 | |
| Mahalanobis Distance (MD)Method Type=Statistical2026.03 | 0.5224 | |
| Z-score (ZS)Method Type=Statistical2026.03 | 0.322 |