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Benchmarks
Selective Classification on Average Covariate Shift
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39.9
Metric A
MDS
14.836
21.343
27.85
34.357
May 21, 2025
Metric A
Metric N
Updated 1mo ago
Evaluation Results
Method
Method
Links
Metric A
Metric N
MDS
Backbone=ResNet-50, Tr...
2025.05
39.9
97.7
KNN
Backbone=ResNet-50, Tr...
2025.05
36.4
94
SIRC
Backbone=ResNet-50, Tr...
2025.05
31.3
71.8
Δ-KNN
Backbone=ResNet-50, Tr...
2025.05
25.3
52.1
Energy
Backbone=ResNet-50, Tr...
2025.05
22.5
44.8
Δ-MDS
Backbone=ResNet-50, Tr...
2025.05
21.1
38
MaxLogit
Backbone=ResNet-50, Tr...
2025.05
19
32
MSP
Backbone=ResNet-50, Tr...
2025.05
16.5
22.6
RLog
Backbone=ResNet-50, Tr...
2025.05
16.2
20.7
Δ-KNN-RLog
Backbone=ResNet-50, Tr...
2025.05
16
20.2
Δ-MDS-RLog
Backbone=ResNet-50, Tr...
2025.05
15.8
19.5
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