CIFAR-100
Benchmarks
TaskDatasetSOTA resultTrendResults
Cifar-100-20
0.484NMI
4
CIFAR-100 20% labeled data
32.41Accuracy
4
CIFAR-100 (test)
20Latency (ms)
4
CIFAR-100-C 1 to 5 intensities (mean over corruptions)
49.33Accuracy
4
CIFAR-100 fine-tuning
92.2Accuracy
4
CIFAR-100 (test)
32.37Top-1 Acc
4
CIFAR-100 ratio 0.02
50.4Accuracy
4
CIFAR-100 10% (train)
19.13FID
4
CIFAR-100 (train)
14.1FID
4
CIFAR-100 (test)
41.48Best Robust Acc
4
CIFAR-100 (test)
77.94Weighted KNN Acc (Clean 0%)
4
CIFAR-100
86.5AUC
4
CIFAR-100 In-Distribution averaged over seven OOD datasets (TinyImageNet, LSUN, uniform noise, Gaussian noise, etc.) (val)
69TNR at TPR 95%
4
CIFAR-100 Zoom Out 140% rescale (test)
45.29Accuracy
4
CIFAR-100 Zoom Out 120% rescale (test)
63.59Accuracy
4
CIFAR-100 Zoom In 60% rescale (test)
13.75Accuracy
4
CIFAR-100 Shearing U(-28.6°, 28.6°) (test)
62.85Accuracy
4
CIFAR-100 Rotation U(-40°, 40°) (test)
42.13Accuracy
4
CIFAR-100 40% noise fraction (val)
68Validation Accuracy
4
CIFAR-100 (val)
73.35Top-1 Accuracy (%)
3
CIFAR-100 (session-averaged)
76.94Overall Accuracy
3
CIFAR-100
41.15Robust Accuracy (L1, eps=12)
3
CIFAR-100 non-IID hybrid
33.16Tail Accuracy
3
CIFAR-100 clean (test)
70.43Asymmetric Accuracy
3
CIFAR-100 (test)
73.27Accuracy (25% FLOPs)
3