FashionMNIST
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
FashionMNIST
94.9Top-1 Accuracy
5
FashionMNIST (test)
87.64Certified Accuracy @0
5
FashionMNIST (SLS)
88.13Accuracy
5
FashionMNIST PLS
83.7Accuracy
5
FashionMNIST Dir. (0.10)
85.34Accuracy
5
FashionMNIST Dir. (0.05)
83.64Accuracy
5
FashionMNIST Dir. (0.01)
81.76Accuracy
5
FashionMNIST (OOD)
94.7AUROC
5
FashionMNIST (test)
826,410GPU Throughput (FPS)
5
FashionMNIST
0.019Computational Time (s)
5
FashionMNIST (test)
99Retained Accuracy
5
FashionMNIST (test)
11.41Error
5
FashionMNIST (test)
79.3Test Accuracy
5
FashionMNIST Split
98.5Average Accuracy (AA)
4
FashionMNIST
0.863AUBC
4
FashionMNIST → KMNIST (test)
6.43Ratio
4
FashionMNIST (5-fold cross-validation)
97.1Accuracy
4
FashionMNIST small imbalanced full (test)
0.704LEEP
4
FashionMNIST small, balanced full (test)
0.631LEEP Correlation
4
FashionMNIST
676Failure Count Mean
3
FashionMNIST (train)
0.277Final Training Loss Gradient Magnitude
3
FashionMNIST
0.14FA
3
FashionMNIST NIID A
87.97Accuracy
3
FashionMNIST (test)
0.08MSE
3
FashionMNIST inlier vs. Image Corruptions outlier (test)
69.1ROC-AUC (Mean)
3