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Benchmarks
Selective Classification on ObjectNet (ON)
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0.333
AURC
Energy
0.060832
0.131491
0.20215
0.272809
May 21, 2025
AURC
NAURC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AURC
NAURC
Energy
Backbone=DFN CLIP, Eva...
2025.05
0.333
1.43
MDS
Backbone=DFN CLIP, Eva...
2025.05
0.164
0.624
SIRC
Backbone=DFN CLIP, Eva...
2025.05
0.151
0.564
MaxLogit
Backbone=DFN CLIP, Eva...
2025.05
0.124
0.437
KNN
Backbone=DFN CLIP, Eva...
2025.05
0.114
0.39
Δ-MDS
Backbone=DFN CLIP, Eva...
2025.05
0.0963
0.304
MSP
Backbone=DFN CLIP, Eva...
2025.05
0.0887
0.268
Δ-KNN
Backbone=DFN CLIP, Eva...
2025.05
0.0852
0.252
RLog
Backbone=DFN CLIP, Eva...
2025.05
0.0773
0.214
Δ-KNN-RLog
Backbone=DFN CLIP, Eva...
2025.05
0.0714
0.186
Δ-MDS-RLog
Backbone=DFN CLIP, Eva...
2025.05
0.0713
0.185
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