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Anomaly Detection on MNIST Multi-class

78.3AUPRCVAE++ESDD
44.29253.12161.9570.779Mar 11, 2024Jul 6, 2024Oct 31, 2024Feb 26, 2025Jun 23, 2025Oct 18, 2025Feb 13, 2026

Evaluation results

MethodLinks
VAE++ESDD2026.0278.3
ARCUS2026.0267.4
StrAEm++DD2026.0267.3
InCTRLSetup=8-shot2024.0362.2
InCTRLSetup=4-shot2024.0362
InCTRLSetup=2-shot2024.0361.8
WinCLIP (Baseline)Setup=0-shot2024.0360.6
VAE++ES2026.0259.3
Memstream2026.0257.4
Baseline2026.0255
CPOCEDS2026.0254
iForest++2026.0253.8
METER2026.0251
SEAD2026.0249.4
LOF++2026.0245.6