CIFAR10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR10-C
47Inference Latency
42
CIFAR10 Binary imb. 200 (test)
0.7FPR @ 98% TPR
41
CIFAR10 Subclass airplane (test)
0KL Divergence (t)
39
CIFAR10 Sequential
98.25Final Average Accuracy
39
CIFAR10 0.1-Dirichlet (test)
66.34Generalized Accuracy (Accg)
38
CIFAR10-S
82.87EOD
37
CIFAR10 (test)
89.77Accuracy
36
CIFAR10 standard (test)
97.4Top-1 Accuracy
35
CIFAR10 ID Place365 OOD (test)
97.99AUROC
35
CIFAR10 Corrupted
81.35Accuracy
35
CIFAR10 CNN 5-Layer
28Certification Coverage
33
CIFAR10 Rotation
94.3Accuracy
33
CIFAR10 (test)
1.12ECE
32
CIFAR10
50Samples Triggering Refinement
32
CIFAR10 4:6 ID-to-OOD (test)
93.1Accuracy
32
CIFAR10 Dirichlet-0.6
91.2Accuracy
30
CIFAR10 LT-100
81.72Clean Accuracy
29
CIFAR10 (test)
1.82FID
29
CIFAR10 (test)
3Mean
28
CIFAR10
98.3AUC
28
CIFAR10 (test)
99ASR
28
CIFAR10
5.73Average Forgetting
28
C-CIFAR10 official (test)
57.32Accuracy
28
CIFAR10
100Avg AUC
27
CIFAR10 reversed, gamma_u = 1/100 long-tail (test)
89.8Accuracy
26