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Benchmarks
Image-level Anomaly Detection on BrainMRI
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94.8
AUROC
AdaCLIP
30.84
47.445
64.05
80.655
Jul 22, 2024
Aug 13, 2024
Sep 5, 2024
Sep 27, 2024
Oct 20, 2024
Nov 11, 2024
Dec 4, 2024
AUROC
F1 Score (Max)
Updated 4d ago
Evaluation Results
Method
Method
Links
AUROC
F1 Score (Max)
AdaCLIP
Supervision training p...
2024.07
94.8
91.2
WinCLIP
Supervision training p...
2024.07
89.8
86.3
APRIL-GAN
Supervision training p...
2024.07
89.7
89.5
UniVAD
setting=1-normal-shot
2024.12
80.2
-
DINOV2
Supervision training p...
2024.07
78.3
82.7
PatchCore
setting=1-normal-shot
2024.12
73.2
-
AnomalyGPT
setting=1-normal-shot
2024.12
73.1
-
SAM
Supervision training p...
2024.07
71.5
78.9
MedCLIP
setting=1-normal-shot
2024.12
69.7
-
WINCLIP
setting=1-normal-shot
2024.12
55.4
-
UniAD
setting=1-normal-shot
2024.12
50
-
SAA
Supervision training p...
2024.07
34.4
76.7
ComAD
setting=1-normal-shot
2024.12
33.3
-
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