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Anomaly Detection on Hyper-Kvasir (test)

0.937AUC-ROCIGD
0.379560.524280.6690.81372Jan 25, 2021Feb 25, 2021Mar 28, 2021Apr 29, 2021May 30, 2021Jun 30, 2021Aug 1, 2021

Evaluation results

MethodLinks
IGDPre-training=SSL2021.010.937—————
IGDPre-training=ImageNet2021.010.931—————
CAVGA-Ru2021.010.928—————
ADGAN2021.010.913—————
F-anoGAN2021.010.907—————
DevNetlabeled anomaly examples=102021.080.829—————
OCGAN2021.010.813—————
FLOSlabeled anomaly examples=102021.080.773—————
DeepSADlabeled anomaly examples=102021.080.719—————
DAE2021.010.705—————
MINNSlabeled anomaly examples=102021.080.647—————
DSVDDlabeled anomaly examples=102021.080.515—————
KDADlabeled anomaly examples=102021.080.401—————
DeepSADSetting=Hard setting2022.03—0.6720.6660.6190.5640.63
DRASetting=Hard setting2022.03—0.8240.8350.8810.8370.844
MINNSSetting=Hard setting2022.03—0.6790.6080.6650.480.608