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ResearchFormerly WizWand

Anomaly Segmentation on RESC

99.45AUCMadCLIP
64.235673.377882.5291.6622Mar 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=162025.0699.45
MVFASource=CVPR24, Paradigm=Few-shot, Samples per class=162025.0699.07
MFAShot Number=162024.0399.07
MVFASource=CVPR24, Shots=82025.0699
MFAShot Number=82024.0399
MVFASource=CVPR24, Shots=42025.0698.97
MFAShot Number=42024.0398.97
MVFASetting=few-shot, Shot (K)=42024.0398.97
MadCLIPSource=Ours, Shots=42025.0698.9
MadCLIPSource=Ours, Shots=82025.0698.85
APRIL-GANSource=CVPRw23, Paradigm=Few-shot, Samples per class=162025.0698.47
APRIL-GANShot Number=162024.0398.47
MVFASource=CVPR24, Shots=22025.0698.11
MFAShot Number=22024.0398.11
APRIL-GANSource=CVPRw23, Shots=42025.0697.98
APRIL-GANShot Number=42024.0397.98
APRIL-GANSetting=few-shot, Shot (K)=42024.0397.98
APRIL-GANSource=CVPRw23, Shots=82025.0697.36
APRIL-GANShot Number=82024.0397.36
MadCLIPSource=Ours, Shots=22025.0697.18
BGADSource=CVPR23, Paradigm=Unsupervised2025.0697.07
BGADShot Number=162024.0397.07
WinCLIPSetting=few-normal-shot, Shot (K)=42024.0396.68
MediCLIPSource=MICCAI24, Shots=42025.0696.65
PatchCoreSource=CVPR22, Paradigm=Unsupervised2025.0696.39
APRIL-GANSource=CVPRw23, Shots=22025.0696.39
APRIL-GANShot Number=22024.0396.39
PatchCoreSetting=full-normal-shot, Shot (K)=42024.0396.39
RD4ADSource=CVPR22, Paradigm=Unsupervised2025.0696.17
RD4ADSetting=full-normal-shot, Shot (K)=42024.0396.17
BGADSource=CVPR23, Shots=82025.0696.06
BGADShot Number=82024.0396.06
MediCLIPSource=MICCAI24, Shots=22025.0696.01
MediCLIPSource=MICCAI24, Shots=82025.0695.98
Ourszero-shot=true2026.0295.09
CLIPSetting=few-normal-shot, Shot (K)=42024.0395.03
UniVADsetting=1-normal-shot2024.1294.9
MediCLIPSource=MICCAI24, Paradigm=Few-shot, Samples per class=162025.0694.07
AnomalyGPTsetting=1-normal-shot2024.1294
BGADSource=CVPR23, Shots=42025.0693.84
BGADShot Number=42024.0393.84
BGADSetting=few-shot, Shot (K)=42024.0393.84
CFLOWADSource=WACV22, Paradigm=Unsupervised2025.0693.75
CFlow-ADSetting=full-normal-shot, Shot (K)=42024.0393.75
KAnoCLIPZero-shot=true2025.0193.5
BiLORAzero-shot=true, reimplemented=true2026.0293.46
BGADSource=CVPR23, Shots=22025.0692.1
BGADShot Number=22024.0392.1
MVFA-ADPublic=CVPR 2024, Zero-shot=true2025.0192
AnomalyCLIPPublic=ICLR 2024, Zero-shot=true2025.0191.5
MedCLIPsetting=1-normal-shot2024.1291.5
MVFA-ADzero-shot=true, reimplemented=true2026.0291.27
AnomalyCLIPzero-shot=true, reimplemented=true2026.0291.14
MedCLIPSetting=few-normal-shot, Shot (K)=42024.0388.98
WINCLIPsetting=1-normal-shot2024.1287.9
MKDSource=CVPR22, Paradigm=Unsupervised2025.0686.6
MKDSetting=full-normal-shot, Shot (K)=42024.0386.6
APRIL-GANzero-shot=true2026.0285.23
April-GANPublic=CVPR 2023, Zero-shot=true2025.0185.2
DRASource=CVPR22, Paradigm=Unsupervised2025.0684.01
DRAShot Number=162024.0384.01
DRASource=CVPR22, Shots=82025.0683.07
DRAShot Number=82024.0383.07
UniADsetting=1-normal-shot2024.1280.7
WinCLIPPublic=CVPR 2023, Zero-shot=true2025.0180.6
WinCLIPzero-shot=true2026.0280.56
PatchCoresetting=1-normal-shot2024.1278.2
DRASource=CVPR22, Shots=42025.0677.28
DRAShot Number=42024.0377.28
DRASetting=few-shot, Shot (K)=42024.0377.28
CLIP-ACPublic=IMCL 2021, Zero-shot=true2025.0175.9
CLIPPublic=ICML 2021, Zero-shot=true2025.0170.8
DRASource=CVPR22, Shots=22025.0665.59
DRAShot Number=22024.0365.59