CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-100 IND Uniform Noise OOD
99.8AUROC
2
CIFAR-10 40% symmetric noise
80.41Accuracy
2
CIFAR-10 30% symmetric noise
82.65Accuracy
2
CIFAR-10 10% symmetric noise
87.28Accuracy
2
CIFAR-100 (in-distribution) vs Gaussian Noise (out-of-distribution) Dense-BC (test)
100FPR @ 95% TPR
2
CIFAR-100 (in-distribution) vs TinyImageNet crop (out-of-distribution) Dense-BC (test)
26.9FPR @ 95% TPR
2
CIFAR-10 (in-distribution) vs Gaussian Noise (out-of-distribution) Dense-BC (test)
0FPR (95% TPR)
2
CIFAR-10 (in-distribution) vs Uniform Noise (out-of-distribution) Dense-BC (test)
0FPR @ 95% TPR
2
CIFAR100 small balanced noisy full (test)
0.612LEEP
2
CIFAR-10 LSUN OOD (unlabeled data stream)
99.48Detection Recall
2
CIFAR-10 with TinyImageNet (TIN) as OOD (unlabeled data stream)
99.22Detection Recall
2
Split CIFAR10/100
69.7A30
2
CIFAR-10 OOD (test)
16FPR@95
2
CIFAR-10 (in-distribution) vs Blobs (out-of-distribution) (test)
2.3FPR@95%TPR
2
CIFAR-10 in-distribution vs Rademacher out-of-distribution (test)
1.1FPR@95%TPR
2
CIFAR-100
31.1Accuracy
1
CIFAR10 (20% val)
98.3Accept Accuracy
1
CIFAR-10
6.64Compression Ratio
1
CIFAR100 I2E
0.03Generation Latency (ms/sample)
1
CIFAR10-DVS
1,200Generation Latency (ms/sample)
1
CIFAR-100
0.59G_hat NPPR
1
CIFAR-10
76G_hat NPPR
1
CIFAR-100
95.2Coverage (CPr-value)
1
CIFAR-10
95Coverage (CPr-value)
1
CIFAR-100 (held-out)
16.28Std Dev Before (%)
1