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Benchmarks
Geochemical Anomaly Detection on soil 1
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87.04
AUC
GeoChemFormer (T2)
47.936
58.088
68.24
78.392
Mar 13, 2026
AUC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUC
GeoChemFormer (T2)
Method Type=Transformer
2026.03
87.04
Vanilla Transformer (T1)
Method Type=Transformer
2026.03
72.42
VAE-GAN (VAE-G)
Method Type=Deep Gener...
2026.03
71.24
k-Nearest Neighbors (KNN)
Method Type=Statistical
2026.03
62.82
VAE-cascade-GAN (VAE-CG)
Method Type=Deep Gener...
2026.03
60.74
VAE-Diffusion (VAE-D)
Method Type=Deep Gener...
2026.03
59.92
AutoEncoder (AE)
Method Type=Deep Gener...
2026.03
59.34
Isolation Forest (IF)
Method Type=Classical ML
2026.03
55.84
Variational AutoEncoder (VAE)
Method Type=Deep Gener...
2026.03
53.31
Z-score (ZS)
Method Type=Statistical
2026.03
52.09
Mahalanobis Distance (MD)
Method Type=Statistical
2026.03
51.07
One-Class SVM (OSVM)
Method Type=Classical ML
2026.03
49.44
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