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Geochemical Anomaly Detection on sed1
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0.7228
AUC
GeoChemFormer (T2)
0.305968
0.414184
0.5224
0.630616
Mar 13, 2026
AUC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUC
GeoChemFormer (T2)
Method Type=Transformer
2026.03
0.7228
Vanilla Transformer (T1)
Method Type=Transformer
2026.03
0.7111
VAE-cascade-GAN (VAE-CG)
Method Type=Deep Gener...
2026.03
0.7103
VAE-Diffusion (VAE-D)
Method Type=Deep Gener...
2026.03
0.6948
VAE-GAN (VAE-G)
Method Type=Deep Gener...
2026.03
0.6843
k-Nearest Neighbors (KNN)
Method Type=Statistical
2026.03
0.6169
Isolation Forest (IF)
Method Type=Classical ML
2026.03
0.6067
AutoEncoder (AE)
Method Type=Deep Gener...
2026.03
0.5851
Variational AutoEncoder (VAE)
Method Type=Deep Gener...
2026.03
0.5441
One-Class SVM (OSVM)
Method Type=Classical ML
2026.03
0.541
Mahalanobis Distance (MD)
Method Type=Statistical
2026.03
0.5224
Z-score (ZS)
Method Type=Statistical
2026.03
0.322
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