CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 → CIFAR-100
88.06Aleatoric AUROC
14
CIFAR-10 → SVHN
94.75Aleatoric AUROC
14
CIFAR-10
85.4Certified Accuracy (L2, r=0.0)
14
CIFAR-10
84.17Top-1 Accuracy
14
Seq-CIFAR-100
9.66Average Forgetting
14
CIFAR-100 Non-IID (1% forget data)
52Test Accuracy
14
CIFAR-100 (Free-Flow)
71.13Average Task Accuracy (AT)
14
CIFAR10-LT r=10
92.5Top-1 Accuracy
14
CIFAR-10 (test)
96.41Accuracy (CIFAR-10 Test)
14
CIFAR-10 (test)
97.7Accuracy (Sym. 20%)
14
CIFAR100 10/10
28.6Accuracy
14
CIFAR100 50 tasks
73.88Accuracy
14
CIFAR-10-LT (ρ = 0.1)
97.78AUPR (Confidence)
14
CIFAR-10
88.13Clean Accuracy (CA)
14
CIFAR-100
69.15Accuracy
14
CIFAR-20 veg (test)
95.88Ar (Accuracy Retention)
14
CIFAR-20 veh2 (test)
96.08Ar Utility Score
14
CIFAR-10 (test)
93.5Accuracy
14
CIFAR10-DVS
84.5Accuracy
14
CIFAR-100 Adversarial
98BIM Detection Score
14
CIFAR-10
29.44FIRE PA (Pos 1) (%)
14
CIFAR-100
38.54Mean Accuracy
14
CIFAR100
5.23AccLoss
14
CIFAR10
8.13AccLoss
14
CIFAR-10
84.92ACC
14