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Patch-level Anomaly Detection on Camelyon16 (test)

0.8884AUCAnoPILaD
0.1449040.3379270.530950.723973Aug 21, 2025

Evaluation results

MethodLinks
AnoPILaDTimestep=674, Sampler=PLMS, Inference timesteps=1002025.080.88840.6987
complexityBackbone=VAE [18], Input size=64x642025.080.77520.514
LLRBackbone=VAE [18], Input size=64x642025.080.70650.4765
AnoDDPMTimestep=674, Sampler=PLMS, Inference timesteps=1002025.080.68570.5741
RegretBackbone=VAE [18], Input size=64x642025.080.6720.6718
MemAEInput size=256x2562025.080.66110.488
AEInput size=256x2562025.080.65840.4759
NLLBackbone=VAE [18], Input size=64x642025.080.49830.5552
f-AnoGANInput size=64x642025.080.17350.1104