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Geochemical Anomaly Detection on rock 2

91.85AUCAutoEncoder (AE)
28.108444.656761.20577.7533Mar 13, 2026

Evaluation results

MethodLinks
AutoEncoder (AE)Method Type=Deep Generative2026.0391.85
Variational AutoEncoder (VAE)Method Type=Deep Generative2026.0387.04
GeoChemFormer (T2)Method Type=Transformer2026.0380.5
VAE-GAN (VAE-G)Method Type=Deep Generative2026.0379.01
VAE-cascade-GAN (VAE-CG)Method Type=Deep Generative2026.0375.93
Vanilla Transformer (T1)Method Type=Transformer2026.0374.44
VAE-Diffusion (VAE-D)Method Type=Deep Generative2026.0360.86
k-Nearest Neighbors (KNN)Method Type=Statistical2026.0355.62
Isolation Forest (IF)Method Type=Classical ML2026.0351.51
One-Class SVM (OSVM)Method Type=Classical ML2026.0348.7
Mahalanobis Distance (MD)Method Type=Statistical2026.0347.78
Z-score (ZS)Method Type=Statistical2026.0330.56