Failure Detection on CIFAR100 (test) benchmark leaderboard · SOTA2 Research

Failure Detection on CIFAR100 (test)

369.86AURCGradnorm

Evaluation Results

Method	Links
Gradnorm2024.11		369.86	98.82	35.3	72.01
Gradnorm2024.11		249.85	94.73	49.88	74.62
Gradnorm2024.11		159.95	95.3	64.54	74.62
Energy2024.11		135.85	74.66	77.2	72.01
Gradnorm2024.11		134.85	76.2	68.51	78.55
MaxLogit2024.11		133.19	72.33	77.96	72.01
LogitNorm2024.11		125.59	72.87	79.71	70.34
Gradnorm2024.11		114.21	73.48	80.41	72.01
LogitNorm2024.11		109.8	73.28	78.9	73.8
Energy2024.11		108.8	72.79	78.73	74.62
MaxLogit2024.11		105.98	70.2	79.6	74.62
SIRC2024.11		100.56	66.37	84.01	72.01
Entropy2024.11		100.05	66.28	84.12	72.01
MSP2024.11		99.83	67.49	84.07	72.01
Cosine2024.11		96.53	65.15	84.42	72.01
TAL2024.11		90.6	64.84	85.36	72.45
OpenMix2024.11		85.66	63.82	85.25	73.68
Cosine2024.11		82.36	63.65	84.72	74.62
SIRC2024.11		80.21	65.41	85.37	74.62
Entropy2024.11		79.94	65.41	85.46	74.62
MSP2024.11		79.06	63.62	85.75	74.62
LogitNorm2024.11		78.86	65.56	82.68	77.15
Gradnorm2024.11		76.43	72.99	81.44	78.55
TAL2024.11		73.28	60.9	86.51	75.14
TAL w/ FMFP2024.11		73.16	64.82	85.51	75.59
FMFP2024.11		69.83	62.17	87.15	75.18
Energy2024.11		66.33	65.64	84.73	78.55
MaxLogit2024.11		64.85	62.7	85.36	78.55
OpenMix2024.11		64.11	59.52	87.29	77.03
TAL w/ FMFP2024.11		60.52	63.65	86.57	77.85
SIRC2024.11		59.57	63.38	86.7	78.55
Entropy2024.11		59.31	62.78	86.8	78.55
MSP2024.11		57.6	60.13	87.47	78.55
Cosine2024.11		56.68	58.65	87.56	78.55
FMFP2024.11		56.67	62.45	87.72	77.96
TAL2024.11		55.41	58.43	88.41	78.14
OpenMix2024.11		50.05	56.36	88.73	79.52
TAL w/ FMFP2024.11		44.21	58.77	88.4	80.98
FMFP2024.11		41.6	56.65	89.5	81.07