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ResearchFormerly WizWand

Anomaly Classification on HIS

90.14AUCMadCLIP
53.11662.72872.3481.952Mar 19, 2024Jul 11, 2024Nov 3, 2024Feb 26, 2025Jun 21, 2025Oct 14, 2025Feb 6, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MadCLIPSource=This Paper, Paradigm=Few-shot, Samples per class=162025.0690.14
MadCLIPSource=Ours, Shots=82025.0687.45
MVFASource=CVPR24, Shots=82025.0685.1
MadCLIPSource=Ours, Shots=22025.0683.62
MVFASource=CVPR24, Shots=42025.0682.71
MVFASetting=few-shot, Shot (K)=42024.0382.71
MVFASource=CVPR24, Paradigm=Few-shot, Samples per class=162025.0682.62
MVFASource=CVPR24, Shots=22025.0682.61
APRIL-GANSource=CVPRw23, Shots=82025.0681.7
APRIL-GANSource=CVPRw23, Paradigm=Few-shot, Samples per class=162025.0681.16
AnomalyCLIPzero-shot=true, reimplemented=true2026.0280.27
MadCLIPSource=Ours, Shots=42025.0680.05
DRASource=CVPR22, Paradigm=Unsupervised2025.0679.16
MVFA-ADzero-shot=true, reimplemented=true2026.0278.88
MKDSource=CVPR22, Paradigm=Unsupervised2025.0677.74
MKDSetting=full-normal-shot, Shot (K)=42024.0377.74
BiLORAzero-shot=true, reimplemented=true2026.0277.68
APRIL-GANSource=CVPRw23, Shots=42025.0676.11
APRIL-GANSetting=few-shot, Shot (K)=42024.0376.11
MedCLIPSetting=few-normal-shot, Shot (K)=42024.0375.89
Ourszero-shot=true2026.0275.41
DRASource=CVPR22, Shots=82025.0674.33
DRASource=CVPR22, Shots=22025.0672.91
APRIL-GANzero-shot=true2026.0272.36
MediCLIPSource=MICCAI24, Shots=42025.0670.85
MediCLIPSource=MICCAI24, Paradigm=Few-shot, Samples per class=162025.0670.22
WinCLIPzero-shot=true2026.0269.85
MediCLIPSource=MICCAI24, Shots=82025.0669.8
APRIL-GANSource=CVPRw23, Shots=22025.0669.57
PatchCoreSource=CVPR22, Paradigm=Unsupervised2025.0669.34
PatchCoreSetting=full-normal-shot, Shot (K)=42024.0369.34
DRASource=CVPR22, Shots=42025.0668.73
DRASetting=few-shot, Shot (K)=42024.0368.73
WinCLIPSetting=few-normal-shot, Shot (K)=42024.0367.19
RD4ADSource=CVPR22, Paradigm=Unsupervised2025.0666.59
RD4ADSetting=full-normal-shot, Shot (K)=42024.0366.59
MediCLIPSource=MICCAI24, Shots=22025.0664.49
CLIPSetting=few-normal-shot, Shot (K)=42024.0363.48
CFLOWADSource=WACV22, Paradigm=Unsupervised2025.0654.54
CFlow-ADSetting=full-normal-shot, Shot (K)=42024.0354.54