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Benchmarks
Trustworthiness Prediction on CIFAR-10 (val)
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92.19
Accuracy
MCP
87.5805
89.88525
92.19
94.49475
Sep 30, 2021
Accuracy
FPR @ 95% TPR
AUPR (Error)
AUPR (Success)
AUC
TPR
TNR
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
FPR @ 95% TPR
AUPR (Error)
AUPR (Success)
AUC
TPR
TNR
MCP
Loss=MCP
2021.09
92.19
47.5
45.36
99.19
91.53
99.64
6.66
MCDropout
Loss=MCDropout
2021.09
92.19
49.02
46.4
99.27
92.08
-
-
TrustScore
Loss=TrustScore
2021.09
92.19
55.7
38.1
98.76
88.47
-
-
TCP
Loss=TCP
2021.09
92.19
44.94
49.94
99.24
92.12
99.77
0
TCP†
Loss=TCP†
2021.09
92.19
45.07
49.89
99.24
92.12
97.88
0
SS
Loss=SS (Steep Slope L...
2021.09
92.19
44.69
50.28
99.26
92.22
98.46
28.04
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