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Open-Set Recognition on ImageNet-hard

0.263KRRMSP
0.041480.098990.15650.21401May 18, 2026

Evaluation results

MethodLinks
MSPThreshold=natural/default2026.050.2630.763——
EGUR-AThreshold=calibrated operating point2026.050.2380.336——
EnergyThreshold=natural/default2026.050.1640.577——
NNGuideThreshold=natural/default2026.050.1390.604——
ViMThreshold=natural/default2026.050.130.525——
CADRefThreshold=natural/default2026.050.10.668——
NCI-OODThreshold=natural/default2026.050.0550.98——
Prototype distanceWorkpoint=default, Confidence Source=prototype-derived candidate confidence2026.050.0530.33176.20.289
kNN distanceWorkpoint=default, Confidence Source=prototype-derived candidate confidence2026.050.050.46475.90.425