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Geochemical Anomaly Detection on rock 1
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0.7844
AUC
GeoChemFormer (T2)
0.497568
0.572034
0.6465
0.720966
Mar 13, 2026
AUC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUC
GeoChemFormer (T2)
Method Type=Transformer
2026.03
0.7844
Vanilla Transformer (T1)
Method Type=Transformer
2026.03
0.7031
VAE-GAN (VAE-G)
Method Type=Deep Gener...
2026.03
0.6953
Isolation Forest (IF)
Method Type=Classical ML
2026.03
0.6836
Variational AutoEncoder (VAE)
Method Type=Deep Gener...
2026.03
0.6672
VAE-Diffusion (VAE-D)
Method Type=Deep Gener...
2026.03
0.6391
VAE-cascade-GAN (VAE-CG)
Method Type=Deep Gener...
2026.03
0.6281
Z-score (ZS)
Method Type=Statistical
2026.03
0.5773
One-Class SVM (OSVM)
Method Type=Classical ML
2026.03
0.5625
AutoEncoder (AE)
Method Type=Deep Gener...
2026.03
0.5516
Mahalanobis Distance (MD)
Method Type=Statistical
2026.03
0.5109
k-Nearest Neighbors (KNN)
Method Type=Statistical
2026.03
0.5086
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