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Anomaly Detection on ELPV (test)

0.846AUC-ROCDevNet
0.577680.647340.7170.78666Aug 1, 2021Sep 9, 2021Oct 19, 2021Nov 28, 2021Jan 7, 2022Feb 16, 2022Mar 28, 2022

Evaluation results

MethodLinks
DevNetlabeled anomaly examples=102021.080.846———
FLOSlabeled anomaly examples=102021.080.818———
MINNSlabeled anomaly examples=102021.080.788———
DRASetting=Hard setting2022.030.7660.7310.8—
DSVDDlabeled anomaly examples=102021.080.75———
KDADlabeled anomaly examples=102021.080.744———
DeepSADlabeled anomaly examples=102021.080.722———
MINNSSetting=Hard setting2022.030.6630.5570.77—
DeepSADSetting=Hard setting2022.030.5880.5540.621—
AdaCLIPinference_mode=Zero-Shot2026.04———0.797
AnomalyCLIPinference_mode=Zero-Shot2026.04———0.815
AnoVLinference_mode=Zero-Shot2026.04———0.706
APRIL-GANinference_mode=Zero-Shot2026.04———0.655
CLIPinference_mode=Zero-Shot2026.04———0.592
CoOpinference_mode=Zero-Shot2026.04———0.73
WinCLIPinference_mode=Zero-Shot2026.04———0.74
ZSG-IADinference_mode=Zero-Shot2026.04———0.851