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Geochemical Anomaly Detection on sed 2
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79.91
AUC
AutoEncoder (AE)
50.9252
58.4501
65.975
73.4999
Mar 13, 2026
AUC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUC
AutoEncoder (AE)
Method Type=Deep Gener...
2026.03
79.91
Isolation Forest (IF)
Method Type=Classical ML
2026.03
77.07
VAE-GAN (VAE-G)
Method Type=Deep Gener...
2026.03
75.86
Vanilla Transformer (T1)
Method Type=Transformer
2026.03
74.84
One-Class SVM (OSVM)
Method Type=Classical ML
2026.03
74.71
GeoChemFormer (T2)
Method Type=Transformer
2026.03
73.39
Z-score (ZS)
Method Type=Statistical
2026.03
71.01
Mahalanobis Distance (MD)
Method Type=Statistical
2026.03
70.38
VAE-cascade-GAN (VAE-CG)
Method Type=Deep Gener...
2026.03
70.02
k-Nearest Neighbors (KNN)
Method Type=Statistical
2026.03
69.38
VAE-Diffusion (VAE-D)
Method Type=Deep Gener...
2026.03
62.34
Variational AutoEncoder (VAE)
Method Type=Deep Gener...
2026.03
52.04
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