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Benchmarks
Multi-class Calibration on IMAGENET (test)
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1
NLL
NA-FIR
0.72
2.61
4.5
6.39
Dec 9, 2025
NLL
ECE (Confidence)
BS
ECE (Class-Weighted)
ECE (T-scaled)
Updated 4d ago
Evaluation Results
Method
Method
Links
NLL
ECE (Confidence)
BS
ECE (Class-Weighted)
ECE (T-scaled)
NA-FIR
Type=Average Ranking
2025.12
1
1.4
1.2
3.6
2.9
FIR
Type=Average Ranking
2025.12
2
3
2.4
3.1
2.5
TS
Type=Average Ranking
2025.12
3.4
4
4.1
2
5.1
SCIR
Type=Average Ranking
2025.12
4.9
2
3.4
6.1
2.1
VS
Type=Average Ranking
2025.12
5.1
6.1
5.8
4.1
6.4
UNCALIBRATED
Type=Average Ranking
2025.12
5.8
6.6
6
7.2
2.9
MS
Type=Average Ranking
2025.12
5.9
7.4
6.6
5.4
6.1
IR OVR
Type=Average Ranking
2025.12
8
5.5
6.5
4.4
8
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