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Benchmarks
Pixel-level Anomaly Detection on MPDD
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99
AUROC
CDO
70.088
77.594
85.1
92.606
Oct 29, 2023
Dec 12, 2023
Jan 26, 2024
Mar 10, 2024
Apr 24, 2024
Jun 7, 2024
Jul 22, 2024
AUROC
Max F1 Score
PRO Score
Updated 4d ago
Evaluation Results
Method
Method
Links
AUROC
Max F1 Score
PRO Score
CDO
Learning Type=full-sho...
2024.07
99
46.9
-
PatchCore
Learning Type=full-sho...
2024.07
98.8
47.7
-
PatchCore
Category=Obj, |C|=6, E...
2023.10
98.8
-
94.9
RD4AD
Category=Obj, |C|=6, E...
2023.10
98.4
-
95.2
AnomalyCLIP
Category=Obj, |C|=6, E...
2023.10
96.5
-
88.7
AdaCLIP
Learning Type=Zero-Sho...
2024.07
96.1
34.9
-
AdaCLIP
supervised_training=true
2024.07
96.1
34.9
-
DINOV2
supervised_training=false
2024.07
95.6
31.1
-
APRIL-GAN
supervised_training=true
2024.07
95.1
30.6
-
SAM
supervised_training=false
2024.07
94.8
22.1
-
SAA
supervised_training=false
2024.07
81.7
18.9
-
WinCLIP
supervised_training=false
2024.07
71.2
15.4
-
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