CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-100
32Error Rate
5
CIFAR-100 (test)
71.91Top-1 Accuracy
5
CIFAR-100-LT
57.4Accuracy (tau=0.1)
5
CIFAR-10 LT
89.2Accuracy (tau=0.1)
5
Cifar
1Training Time
5
CIFAR-100 (val)
1.385Best Val CE
5
CIFAR-10 (SLS)
71.96Accuracy
5
CIFAR-10 PLS
59.11Accuracy
5
CIFAR-10 Dir. (0.10)
69.21Accuracy
5
CIFAR-10 Dir. (0.05)
67.16Accuracy
5
CIFAR-10 (test)
0.469Loss
5
CIFAR-10 (test)
78.57Final Test Accuracy
5
CIFAR-100 (test)
49.05Accuracy
5
CIFAR-100 (val)
49.88Accuracy
5
CIFAR-10 Dirichlet
68.9Final Accuracy
5
CIFAR-100 representative subset-selection benchmark (latent-cluster level)
99.2Cluster Recall (CluRec)
5
CIFAR-10 10.1 (N=21 ckpts)
0.527Spearman Correlation (ρ)
5
CIFAR 10.1 (OOD)
0.527Spearman Rho
5
CIFAR-10 binarized (test)
79.75Last-10 Accuracy
5
CIFAR-10 d = 256
66.8Top-1 Accuracy
5
CIFAR-10 d = 128
64.31Top-1 Acc
5
CIFAR-10
0Model Size (Params)
5
CIFAR-100 (test)
44.3Accuracy (ANEC-5)
5
CIFAR-10
332.082t-statistic
5
CIFAR-10
22.02T-Statistic
5