CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 (test)
73.36AUC (1% Patch Ratio)
9
CIFAR-10
79Accuracy (ACC)
9
CIFAR-100
42.9Accuracy
9
CIFAR-100 standard (test)
71.59Accuracy (Clean)
9
CIFAR-10 standard (test)
91.86Accuracy (Clean)
9
CIFAR10
2.978Efficiency Rate
9
CIFAR-100-C
59.87Accuracy
9
CIFAR-10-C
82.49Accuracy
9
CIFAR-100 2-way sharded (test)
63.7Accuracy
9
CIFAR-100 IID Even distribution (test)
84.07Top-1 Accuracy
9
CIFAR-10
100Success Rate (SR)
9
CIFAR-10
90.22Accuracy
9
CIFAR-10 Error-maximizing (test)
92.2Test Accuracy
9
CIFAR-10 Deepconfuse (test)
90.29Test Accuracy
9
CIFAR-10 (test)
95.5Accuracy (30%)
9
CIFAR100
76.42Accuracy
9
CIFAR10
94.81Accuracy
9
CIFAR-10H (test)
89.68Accuracy
9
CIFAR-10 (val)
51.4Top-1 Accuracy
9
CIFAR10 (train)
0.1Amortized Time (min)
9
CIFAR-10 (test)
92.92Accuracy (Uniform Noise 0%)
9
CIFAR-100
86.04Accuracy (fine)
9
CIFAR-100 (incremental)
0.91Spearman's Rho
9
CIFAR10 NID1_0.2 label/quantity skew
85.98Accuracy
9
CIFAR100 NID1, α=0.5
66.25Accuracy
9