MNIST
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Grayscale MNIST 28x28 (test)
0.65NLL (bpd)
4
Rotating MNIST 3 digit angle (test)
0.019MSE
4
MNIST (test)
100Observed Modes
4
MNIST Motion noisy (test)
99.2Accuracy
4
Noisy MNIST AWGN (test)
98.43Accuracy
4
MNIST ε = 0.3, c = 10 (test)
99.53Accuracy (No Attack)
4
MNIST contrast noisy (test)
4.96Error Rate
4
MNIST motion noisy (test)
1.42Error Rate
4
MNIST awgn noisy (test)
0.024Error Rate
4
MNIST Rotated multiples of 15 domain M15 (test)
98.6Accuracy
4
MNIST modified (test)
35Success Rate
4
MNIST (test)
4.67Lipschitz Constant Upper Bound
4
MNIST_784 20%
98.42Balanced Accuracy
3
MNIST
96.48Rank-1 Score
3
MNIST
90.8Coverage
3
MNIST Base 784-128-10 (test)
96.83Reference Accuracy
3
MNIST
97.26Accuracy
3
MNIST (held-out digits 3 and 5)
72.5Alignment Score (Original)
3
MNIST
0.84Belief MoRF
3
MNIST flattened 14x14 pixels (test)
54.05Test Accuracy
3
MNIST
11.21Semantic Drift (Seed-Relative)
3
MNIST
264Mean Failure Count
3
MNIST
1.2FID
3
MNIST
12.9Recall@15
3
MNIST
93.99Accuracy
3