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Benchmarks
Open-Set Recognition on ImageNet-hard
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0.263
KRR
MSP
0.04148
0.09899
0.1565
0.21401
May 18, 2026
KRR
HC-FKAR
Known Accuracy
FKAR
Updated 15d ago
Evaluation Results
Method
Method
Links
KRR
HC-FKAR
Known Accuracy
FKAR
MSP
Threshold=natural/default
2026.05
0.263
0.763
-
-
EGUR-A
Threshold=calibrated o...
2026.05
0.238
0.336
-
-
Energy
Threshold=natural/default
2026.05
0.164
0.577
-
-
NNGuide
Threshold=natural/default
2026.05
0.139
0.604
-
-
ViM
Threshold=natural/default
2026.05
0.13
0.525
-
-
CADRef
Threshold=natural/default
2026.05
0.1
0.668
-
-
NCI-OOD
Threshold=natural/default
2026.05
0.055
0.98
-
-
Prototype distance
Workpoint=default, Con...
2026.05
0.053
0.331
76.2
0.289
kNN distance
Workpoint=default, Con...
2026.05
0.05
0.464
75.9
0.425
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