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Geochemical Anomaly Detection on rock 3
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84.46
AUC
AutoEncoder (AE)
53.5616
61.5833
69.605
77.6267
Mar 13, 2026
AUC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUC
AutoEncoder (AE)
Method Type=Deep Gener...
2026.03
84.46
Vanilla Transformer (T1)
Method Type=Transformer
2026.03
79.86
VAE-GAN (VAE-G)
Method Type=Deep Gener...
2026.03
75.27
k-Nearest Neighbors (KNN)
Method Type=Statistical
2026.03
74.24
GeoChemFormer (T2)
Method Type=Transformer
2026.03
73.02
One-Class SVM (OSVM)
Method Type=Classical ML
2026.03
68.69
Mahalanobis Distance (MD)
Method Type=Statistical
2026.03
67.61
Variational AutoEncoder (VAE)
Method Type=Deep Gener...
2026.03
66.94
VAE-Diffusion (VAE-D)
Method Type=Deep Gener...
2026.03
64.92
VAE-cascade-GAN (VAE-CG)
Method Type=Deep Gener...
2026.03
63.51
Z-score (ZS)
Method Type=Statistical
2026.03
58.13
Isolation Forest (IF)
Method Type=Classical ML
2026.03
54.75
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