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ResearchFormerly WizWand

Anomaly Classification on LiverCT

91.46AUCMadCLIP
32.741647.985863.2378.4742Mar 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=162025.0691.46
MadCLIPSource=Ours, Shots=82025.0689.31
UniVADsetting=4-abnormal-shot2024.1287.5
MediCLIPSource=MICCAI24, Shots=82025.0686.32
MVFASource=CVPR24, Shots=82025.0685.9
MadCLIPSource=Ours, Shots=22025.0684.48
MVFASource=CVPR24, Paradigm=Few-shot, Samples per class=162025.0683.85
MadCLIPSource=Ours, Shots=42025.0682.97
APRIL-GANSource=CVPRw23, Paradigm=Few-shot, Samples per class=162025.0682.94
MediCLIPSource=MICCAI24, Shots=42025.0681.53
MVFAsetting=4-abnormal-shot2024.1281.2
MVFASource=CVPR24, Shots=42025.0681.18
MVFASetting=few-shot, Shot (K)=42024.0381.18
MVFASource=CVPR24, Shots=22025.0681.08
DRASource=CVPR22, Paradigm=Unsupervised2025.0680.89
MVFA-ADzero-shot=true, reimplemented=true2026.0280.77
BiLORAzero-shot=true, reimplemented=true2026.0280.64
Ourszero-shot=true2026.0280.26
MediCLIPSource=MICCAI24, Paradigm=Few-shot, Samples per class=162025.0679.31
BGADSource=CVPR23, Paradigm=Unsupervised2025.0678.79
AnomalyCLIPzero-shot=true, reimplemented=true2026.0278.72
KAnoCLIPZero-shot=true2025.0178.2
BGADSource=CVPR23, Shots=82025.0674.6
MVFA-ADPublic=CVPR 2024, Zero-shot=true2025.0174.2
AnomalyCLIPPublic=ICLR 2024, Zero-shot=true2025.0173.7
DRASource=CVPR22, Shots=82025.0672.53
BGADsetting=4-abnormal-shot2024.1272.5
BGADSource=CVPR23, Shots=42025.0672.48
BGADSetting=few-shot, Shot (K)=42024.0372.48
BGADSource=CVPR23, Shots=22025.0672.27
April-GANPublic=CVPR 2023, Zero-shot=true2025.0170.6
APRIL-GANzero-shot=true2026.0270.57
UniVADsetting=1-normal-shot2024.1270
AA-CLIPAvailable training shots=full2025.0369.7
AA-CLIPAvailable training shots=22025.0369.4
AA-CLIPAvailable training shots=642025.0369.2
MediCLIPSource=MICCAI24, Shots=22025.0668.48
AA-CLIPAvailable training shots=162025.0368.1
WinCLIPSetting=few-normal-shot, Shot (K)=42024.0367.19
WinCLIPPublic=CVPR 2023, Zero-shot=true2025.0164.2
WinCLIPAvailable training shots=N/A2025.0364.2
AdaCLIPAvailable training shots=full2025.0364.2
WinCLIPzero-shot=true2026.0264.2
MVFA-ADAvailable training shots=full2025.0363
APRIL-GANSource=CVPRw23, Shots=82025.0662.38
CLIP-ACPublic=IMCL 2021, Zero-shot=true2025.0161.9
AnomalyCLIPAvailable training shots=full2025.0361.6
MedCLIPSetting=few-normal-shot, Shot (K)=42024.0360.65
PatchCoreSource=CVPR22, Paradigm=Unsupervised2025.0660.4
PatchCoreSetting=full-normal-shot, Shot (K)=42024.0360.4
MKDSource=CVPR22, Paradigm=Unsupervised2025.0660.39
MKDSetting=full-normal-shot, Shot (K)=42024.0360.39
AnomalyGPTsetting=1-normal-shot2024.1260.3
WINCLIPsetting=1-normal-shot2024.1260.3
RD4ADSource=CVPR22, Paradigm=Unsupervised2025.0660.02
RD4ADSetting=full-normal-shot, Shot (K)=42024.0360.02
DRASource=CVPR22, Shots=42025.0659.64
DRASetting=few-shot, Shot (K)=42024.0359.64
DRAsetting=4-abnormal-shot2024.1259.6
APRIL-GANSource=CVPRw23, Shots=22025.0657.8
DRASource=CVPR22, Shots=22025.0657.17
CLIPPublic=ICML 2021, Zero-shot=true2025.0157.1
CLIPSetting=few-normal-shot, Shot (K)=42024.0356.74
CLIP & VANDAvailable training shots=N/A2025.0354.7
APRIL-GANSource=CVPRw23, Shots=42025.0653.05
APRIL-GANSetting=few-shot, Shot (K)=42024.0353.05
CFLOWADSource=WACV22, Paradigm=Unsupervised2025.0649.93
CFlow-ADSetting=full-normal-shot, Shot (K)=42024.0349.93
ComADsetting=1-normal-shot2024.1245
PatchCoresetting=1-normal-shot2024.1244.9
MedCLIPsetting=1-normal-shot2024.1240.5
UniADsetting=1-normal-shot2024.1235