Failure Detection on CIFAR100 vs. SVHN benchmark leaderboard · SOTA2 Research

Failure Detection on CIFAR100 vs. SVHN

679.48AURC ScoreGradnorm

Evaluation Results

Method	Links
Gradnorm2024.11		679.48	98.69	42.76
Gradnorm2024.11		483.52	83.21	68.79
OpenMix2024.11		406.8	70.37	80.25
Gradnorm2024.11		405.68	65.57	77.46
Energy2024.11		387.44	66.96	83.21
MaxLogit2024.11		385.81	65.08	83.56
MSP2024.11		376.42	66.92	84
SIRC2024.11		374.12	61.29	84.65
Entropy2024.11		373.49	61.33	84.73
Gradnorm2024.11		368.55	58.74	85.74
Cosine2024.11		361.87	56.23	86.93
Gradnorm2024.11		358.9	63.29	84.93
LogitNorm2024.11		356.88	55.8	87.8
TAL2024.11		347.72	54.39	87.89
FMFP2024.11		345.37	62.99	84.86
Energy2024.11		341.87	58.95	86.94
MaxLogit2024.11		339.68	56.69	87.39
Cosine2024.11		334.04	57.96	86.08
MSP2024.11		333.86	57.58	87.64
Cosine2024.11		332.18	53.82	88.28
Entropy2024.11		330.88	53.97	88.3
SIRC2024.11		330.63	53.32	88.36
LogitNorm2024.11		330.07	48.43	89.5
OpenMix2024.11		328.27	58.83	86.79
TAL2024.11		325.7	52.05	88.73
Energy2024.11		323.27	58.7	87.07
MaxLogit2024.11		322.42	56.89	87.29
MSP2024.11		321.39	57.26	87.23
TAL w/ FMFP2024.11		320.73	55.22	88.48
Entropy2024.11		320.66	56.92	87.4
SIRC2024.11		320.35	56.93	87.45
FMFP2024.11		314.57	59.81	87.37
Gradnorm2024.11		312.53	50.49	88.73
OpenMix2024.11		304.35	51.75	88.59
TAL2024.11		303.18	54.62	89.22
TAL w/ FMFP2024.11		296.75	45.1	90.93
LogitNorm2024.11		294.87	41.88	92.03
FMFP2024.11		290.23	55.63	88.89
TAL w/ FMFP2024.11		278.28	47.14	91.05