Image Classification on CIFAR100 (Performance, Efficiency, and Calibration Metrics)
73.81AccuracyCosine (Stable)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Cosine (Stable)Backbone=ResNet50, Stability=Stable2026.03 | 73.81 | 73.84 | 79.2831 | 0.5915 | 8 | |
| Cosine (Stable)Backbone=ResNet502026.03 | 73.57 | 73.6 | 72.9745 | 0.5979 | 8 | |
| FocalBackbone=ResNet50, gamma=2, alpha=0.252026.03 | 73.49 | 73.42 | 72.1795 | 0.1468 | 50 | |
| FocalBackbone=ResNet50, gamma=2, alpha=0.52026.03 | 73.41 | 73.32 | 78.7234 | 0.1224 | 50 | |
| Cosine (Unst.)Backbone=ResNet50, Stability=Unstable2026.03 | 73.4 | 73.49 | 72.5413 | 0.5891 | 8 | |
| Cosine (Unst.)Backbone=ResNet502026.03 | 73.23 | 73.32 | 71.7592 | 0.5857 | 8 | |
| FocalBackbone=ResNet50, gamma=3, alpha=0.252026.03 | 73.11 | 73.08 | 81.5875 | 0.1554 | 50 | |
| Label SmoothingBackbone=ResNet50, epsilon=0.12026.03 | 72.61 | 72.48 | 79.8223 | 0.1469 | 50 | |
| Label SmoothingBackbone=ResNet50, epsilon=0.22026.03 | 72.21 | 72.06 | 81.1883 | 0.1524 | 50 | |
| ArcFaceBackbone=ResNet50, m=0.7, s=302026.03 | 71.66 | 71.5 | 70.559 | 0.6059 | 48.33 | |
| EuclideanBackbone=ResNet502026.03 | 70.55 | 70.62 | 97.432 | 0.5679 | 25.5 | |
| EuclideanBackbone=ResNet502026.03 | 70.47 | 70.55 | 87.728 | 0.4301 | 33.67 | |
| BaselineBackbone=ResNet50, Loss Function=CE2026.03 | 70.06 | 69.93 | 89.64 | 0.1069 | 50 | |
| BaselineBackbone=ResNet502026.03 | 69.83 | 69.69 | 87.77 | 0.1072 | 50 | |
| Bray-Curtis (Norm.)Backbone=ResNet502026.03 | 65.5 | 65.13 | 106.4049 | 0.7131 | 6 | |
| Mahalanobis (Chol.)Backbone=ResNet502026.03 | 62.74 | 62.39 | 138.9317 | 0.7353 | 17.5 | |
| BaselineBackbone=MLP2026.03 | 26.17 | 25.82 | 0.85 | 0.2852 | 50 | |
| Bray-Curtis (Norm.)Backbone=MLP2026.03 | 22.6 | 21.91 | 0.8938 | 0.9843 | 1 | |
| Mahalanobis (Chol.)Backbone=MLP2026.03 | 18.33 | 18.11 | 1.0889 | 0.0354 | 50 | |
| Bray-Curtis (Abs.)Backbone=MLP2026.03 | 14.44 | 13.92 | 2.1255 | 0.5317 | 47.6667 | |
| Cosine (Unst.)Backbone=MLP2026.03 | 12.37 | 11.86 | 0.5064 | 0.3799 | 40.6667 | |
| EuclideanBackbone=MLP2026.03 | 11.9 | 12.22 | 0.589 | 0.2437 | 50 |