CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 Label Shift
73.8Accuracy
5
CIFAR-10
87.66Acc @ 80%
5
CIFAR-10
71.6Accuracy (IPC=50)
5
CIFAR100 (test)
42.19Metric F Score
5
CIFAR-10 (rho=0.01) vs CIFAR-100 LT (test)
67.74AUROC
5
CIFAR-10 vs CIFAR-100 rho=0.1 LT (test)
81.54AUROC
5
CIFAR-100 (test)
0.563NLL
5
CIFAR-10 IND CIFAR-100 OOD 50% symmetric noise (test)
83.8F-measure
5
CIFAR-10 (test)
85.3Accuracy (Clean)
5
CIFAR-10
92.4Accuracy
5
CIFAR-10 (all forget samples)
0.65AUC
5
CIFAR-100 Seq 3 (test)
2.7Avg Forgetting
5
CIFAR-10 (test)
91.8Accuracy
5
CIFAR-10 (test)
91.2Accuracy (No Attack)
5
CIFAR10 Non-IID (Dirichlet alpha = 0.8)
0.688Accuracy
5
CIFAR10 IID
83Accuracy
5
CIFAR-100 standard (test)
94.05F1 Score
5
CIFAR100 Snow Corruption
71.5Accuracy (Severity 0)
5
CIFAR10 Snow Corruption
93.1Acc (Sev 0)
5
CIFAR10
86.12AUROC (LSUN)
5
CIFAR-100
817Total Running Time (s)
5
CIFAR-10
66Dendrogram Purity
5
CIFAR-100
1.422Unlearning Time (min)
5
CIFAR-10
-0.303LPPD
5
CIFAR-10
-0.303LPPD
5