CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR10C 90% bias-conflicting ratio, unbiased (test)
76.03Accuracy
8
CIFAR10C 70% bias-conflicting ratio (test)
74.9Accuracy
8
CIFAR10C 50% bias-conflicting ratio (test)
72.79Accuracy
8
CIFAR-10 (test)
121.05FD_DINOv2
8
CIFAR-10 (test)
84.2Clean Accuracy
8
CIFAR10 (test)
2.48Test Error
8
CIFAR100 (test)
75.22Acc
8
CIFAR-100 (meta-test)
73.3Error Rate
8
CIFAR-100 to CIFAR-10 (fine-tuning attack)
0.923Performance Fidelity
8
CIFAR-10 to CIFAR-100 (fine-tuning attack)
73.81Performance Fidelity
8
CIFAR-10
94.7ERB (Deployment)
8
CIFAR-10 Cat Erased
98.94Accuracy (Erased)
8
CIFAR+50 4 closed-set (from CIFAR10) and 50 open-set classes (from CIFAR100)
96.4OSCR
8
CIFAR-10 (ID) vs CIFAR-100 hard OOD (test)
25.45FPR@95
8
CIFAR100
83AUROC
8
Cifar100 Low-Quality Data
30.8Accuracy
8
Cifar10 Low-Quality
60.8Accuracy
8
Cifar10 (Regular)
61.8Accuracy
8
CIFAR-100 (test)
55.5Clean Accuracy
8
CIFAR-100-10K
22.3Error Rate
8
CIFAR-10 USB (test)
0.043Error Rate
8
CIFAR-100 (test)
80.2Accuracy (Sym Noise 0.2)
8
CIFAR-10 (test)
96.6Accuracy (Symmetric 0.2)
8
CIFAR-100 B40-S20 (test)
49.32Final Accuracy
8
CIFAR-100 B50-S10 (test)
54.31Final Accuracy
8