CIFAR-10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10-LT λ=100 (test)
19.46Error Rate
40
CIFAR-10
2.49bpd
40
CIFAR-10 @1000 (test)
96.65mAP
39
CIFAR-10 long-tailed (test)
88.1Accuracy (New Classes)
39
CIFAR-10-LT IF 50 (test)
91.3Top-1 Acc
39
CIFAR-10 Random Forget 10% (train)
100Retain Accuracy
37
CIFAR-10 long-tailed imbalance (test)
87.95Accuracy
36
Cifar-10 (val)
92.68Avg Acc Improvement %
36
CIFAR-10-C
84.5Accuracy
36
CIFAR-10 (test)
91.3Near-OOD AUROC
35
CIFAR-10 1% BER (test)
92.6Clean Accuracy
35
CIFAR-10-LT gamma=10 (test)
85.83Accuracy
34
CIFAR-10 Blended v1 (test)
94.6Clean Accuracy
34
S-CIFAR-10 Task-IL
98.31Accuracy
33
CIFAR-10 Asymmetric Noise (test)
95.5Accuracy (40% Noise)
33
CIFAR-10-C
64.8Recall@1
32
CIFAR-10
0Attack Success Rate
32
CIFAR-10-LT Imbalance Ratio 100 (test)
86.8Top-1 Accuracy
32
CIFAR-10 (test)
1.81Sensitivity Score
32
CIFAR-10-LT (gamma=200) (test)
66.01Accuracy
31
CIFAR-10 (test)
91.93Final Average Accuracy (FAA)
31
CIFAR-10 C
92.9Marginal Coverage
30
CIFAR-10 (@1000) 20%-unseen
85.6mAP (Unseen@Unseen)
30
CIFAR-10 80% noise (test)
95.1Accuracy
30
Imbalanced CIFAR-10 long-tailed, ratio 10 (test)
88.85Top-1 Accuracy
29