CIFAR-10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 LT Reverse split
96.8Accuracy
6
CIFAR-10-LT (Uniform)
97.8Accuracy
6
CIFAR-10 2500x2
63.8Final Accuracy
6
CIFAR-10 ρ=0.6 (test)
74.23Accuracy
6
CIFAR-10 ρ=0.2 (test)
83.77Accuracy
6
CIFAR-10 ρ=0 (test)
93.56Accuracy
6
CIFAR-10 Severity 1
82.27Clean Accuracy
6
CIFAR-10-C impulse noise
1.66NLL
6
CIFAR-10-C gaussian blur
0.341NLL
6
CIFAR-10 Square prior
1.58Latent NLL
6
Split-CIFAR-10 5 tasks, 2 classes each
79.5Accuracy
6
CIFAR-10 (test)
89.2Top-1 Accuracy
6
CIFAR-10 (test)
87.2BAccr
6
CIFAR-10 poisoned standard (test)
10.9Abstain Rate (sigma=0.25)
6
CIFAR-10 (test)
90.8Plane Accuracy
6
CIFAR-10 In-Dist FarOOD Aggregate
94.64AUROC
6
CIFAR-10 In-Dist NearOOD Aggregate
91.13AUROC
6
CIFAR-10 (test)
129.51Offline Time (s)
6
CIFAR-10 VTAB
72Accuracy
6
CIFAR-10N Random Noise (test)
95.3Accuracy
6
CIFAR-10C Snow
1.31MAE (%)
6
CIFAR-10C Fog
1.45MAE (%)
6
NDS CIFAR-10 (test)
0.56DARTS
6
CIFAR-10 WaNet all-to-all attack (test)
94.08Accuracy
6
CIFAR-10 Type-II 35% Polynomial Margin Diminishing Noise 1.0 (test)
94.19Accuracy
6