CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10
-0.014Sum of Squares (SS)
8
CIFAR-10
89.73Acc
8
CIFAR-10 10% Class-specific deletion (test)
0.678AUC
8
CIFAR-10 10% Random deletion (test)
0.612AUC
8
CIFAR-10 High-gradient-norm deletion (test)
68.25Accuracy
8
CIFAR-10 High-loss deletion (test)
68.18Acc
8
CIFAR-10 (test)
50.35AA
8
CIFAR-10 Asymmetric 10% noise (test)
97Accuracy
8
CIFAR-10-C
0.925Accuracy
8
CIFAR-100 ID Average Near-OOD (test)
63.33FPR
8
CIFAR100 (test)
66.09Accuracy
8
CIFAR-10 (test)
467Latency (ms)
8
CIFAR-10 (test)
99.2Acc (FGSM L∞)
8
CIFAR100 Pair Case
0.7Loss-Series AUC
8
CIFAR-10 (test)
84.42Accuracy
8
CIFAR-100 (beta=0.5)
83.31Accuracy
8
CIFAR-100
0Df
8
CIFAR100
80.7Accuracy
8
CIFAR10 15 (test)
97.1Acc (All)
8
CIFAR-100 (train)
0.73Training Speed (s/iter)
8
CIFAR100 (50/2)
28.6Accuracy
8
CIFAR100
33Accuracy
8
CIFAR-10 Bpp attack
94.29Backdoor Accuracy
8
CIFAR-10 IAD attack
94.11Backdoor Accuracy
8
CIFAR100
0.168ECE
8