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ResearchFormerly WizWand

Anomaly Detection on BrainMRI (AUROC, AUPRC)

0.986AUROCOne-to-Normal
0.427520.572510.71750.86249Oct 29, 2023Jan 14, 2024Mar 31, 2024Jun 16, 2024Sep 1, 2024Nov 17, 2024Feb 3, 2025
Updated 8mo ago

Evaluation results

MethodLinks
One-to-NormalN-shot=8-shot2025.020.9860.996
One-to-NormalN-shot=4-shot2025.020.9830.996
InCTRLN-shot=4-shot2025.020.9820.996
WinCLIPN-shot=4-shot2025.020.9750.994
InCTRLN-shot=2-shot2025.020.9730.994
One-to-NormalN-shot=2-shot2025.020.9710.993
InCTRLN-shot=8-shot2025.020.9470.99
WinCLIPN-shot=8-shot2025.020.9440.991
WinCLIPN-shot=2-shot2025.020.9340.989
AnomalyCLIPC=1, Tuned on MVTec AD=true2023.100.9030.922
VANDC=1, Tuned on MVTec AD=true2023.100.8930.909
WinCLIPC=1, Zero-shot=true2023.100.8660.915
PatchcoreN-shot=8-shot2025.020.8120.957
CLIP-ACC=1, Zero-shot=true2023.100.8060.864
PatchcoreN-shot=4-shot2025.020.7940.945
PaDiMN-shot=4-shot2025.020.7920.956
PaDiMN-shot=8-shot2025.020.7580.946
CLIPC=1, Zero-shot=true2023.100.7390.817
PatchcoreN-shot=2-shot2025.020.7060.921
PaDiMN-shot=2-shot2025.020.6570.902
RegADN-shot=8-shot2025.020.6320.908
CoOpC=1, Tuned on MVTec AD=true2023.100.6130.449
RegADN-shot=4-shot2025.020.5710.9
RegADN-shot=2-shot2025.020.4490.872