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Geochemical Anomaly Detection on soil2

81.38AUCVAE-GAN (VAE-G)
50.897658.811366.72574.6387Mar 13, 2026

Evaluation results

MethodLinks
VAE-GAN (VAE-G)Method Type=Deep Generative2026.0381.38
AutoEncoder (AE)Method Type=Deep Generative2026.0379
GeoChemFormer (T2)Method Type=Transformer2026.0368.96
Variational AutoEncoder (VAE)Method Type=Deep Generative2026.0368.89
Vanilla Transformer (T1)Method Type=Transformer2026.0367.8
VAE-cascade-GAN (VAE-CG)Method Type=Deep Generative2026.0364.81
Z-score (ZS)Method Type=Statistical2026.0361.22
VAE-Diffusion (VAE-D)Method Type=Deep Generative2026.0359.65
k-Nearest Neighbors (KNN)Method Type=Statistical2026.0357.33
One-Class SVM (OSVM)Method Type=Classical ML2026.0353.21
Mahalanobis Distance (MD)Method Type=Statistical2026.0352.47
Isolation Forest (IF)Method Type=Classical ML2026.0352.07