Patch-level Anomaly Detection on Camelyon16 (test)
0.8884AUCAnoPILaD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AnoPILaDTimestep=674, Sampler=PLMS, Inference timesteps=1002025.08 | 0.8884 | 0.6987 | |
| complexityBackbone=VAE [18], Input size=64x642025.08 | 0.7752 | 0.514 | |
| LLRBackbone=VAE [18], Input size=64x642025.08 | 0.7065 | 0.4765 | |
| AnoDDPMTimestep=674, Sampler=PLMS, Inference timesteps=1002025.08 | 0.6857 | 0.5741 | |
| RegretBackbone=VAE [18], Input size=64x642025.08 | 0.672 | 0.6718 | |
| MemAEInput size=256x2562025.08 | 0.6611 | 0.488 | |
| AEInput size=256x2562025.08 | 0.6584 | 0.4759 | |
| NLLBackbone=VAE [18], Input size=64x642025.08 | 0.4983 | 0.5552 | |
| f-AnoGANInput size=64x642025.08 | 0.1735 | 0.1104 |