Image Classification on CIFAR100 Clean (test)
83.09AccuracyGeometric Sensitivity Decomposition
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Geometric Sensitivity DecompositionPass Type=Multi-Pass, Backbone=ResNet-28-10, Number of Seeds=10, Variant=Ensemble, Tuning=Grid-Searched2021.10 | 83.09 | 0.018 | 0.614 | |
| Deep EnsemblesPass Type=Multi-Pass, Backbone=ResNet-28-10, Number of Seeds=102021.10 | 80.2 | 0.021 | 0.666 | |
| SNGPPass Type=Single-Pass, Backbone=ResNet-28-10, Number of Seeds=102021.10 | 79.9 | 0.025 | 0.847 | |
| VanillaPass Type=Single-Pass, Backbone=ResNet-28-10, Number of Seeds=102021.10 | 79.8 | 0.085 | 0.872 | |
| Geometric Sensitivity DecompositionPass Type=Single-Pass, Backbone=ResNet-28-10, Number of Seeds=10, Tuning=Grid-Searched2021.10 | 79.8 | 0.027 | 0.787 | |
| Geometric Sensitivity DecompositionPass Type=Single-Pass, Backbone=ResNet-28-10, Number of Seeds=10, Tuning=Optimized2021.10 | 79.8 | 0.027 | 0.784 | |
| MC DropoutPass Type=Multi-Pass, Backbone=ResNet-28-10, Number of Seeds=102021.10 | 79.6 | 0.05 | 0.825 | |
| DUQPass Type=Single-Pass, Backbone=ResNet-28-10, Number of Seeds=102021.10 | 78.5 | 0.119 | 0.98 | |
| CE2026.05 | 77.25 | — | — | |
| SCE2026.05 | 76.37 | — | — | |
| Unhinged2026.05 | 74.65 | — | — | |
| SGCE2026.05 | 74.62 | — | — | |
| α-MAE2026.05 | 73.96 | — | — | |
| ANL-CE2026.05 | 70.68 | — | — | |
| NCE+AGCE2026.05 | 68.61 | — | — | |
| NCE+RCE2026.05 | 68.22 | — | — | |
| GCE2026.05 | 61.37 | — | — | |
| ROLT-DRWImbalance Ratio=102021.08 | 58.35 | — | — | |
| BBNImbalance Ratio=102021.08 | 58.08 | — | — | |
| ROLTImbalance Ratio=102021.08 | 57.83 | — | — | |
| ERM-DRWImbalance Ratio=102021.08 | 57.68 | — | — | |
| LDAM-DRWImbalance Ratio=102021.08 | 57.21 | — | — | |
| HAR-DRWImbalance Ratio=102021.08 | 56.89 | — | — | |
| cRTImbalance Ratio=102021.08 | 56.62 | — | — | |
| ERMImbalance Ratio=102021.08 | 56.31 | — | — | |
| NCMImbalance Ratio=102021.08 | 56.05 | — | — | |
| LDAMImbalance Ratio=102021.08 | 55.66 | — | — | |
| LDAM-DRWImbalance Ratio=502021.08 | 47.3 | — | — | |
| ERM-DRWImbalance Ratio=502021.08 | 46.71 | — | — | |
| ROLT-DRWImbalance Ratio=502021.08 | 46.18 | — | — | |
| BBNImbalance Ratio=502021.08 | 45.62 | — | — | |
| NCMImbalance Ratio=502021.08 | 45.13 | — | — | |
| ROLTImbalance Ratio=502021.08 | 44.52 | — | — | |
| ERMImbalance Ratio=502021.08 | 44.15 | — | — | |
| LDAMImbalance Ratio=502021.08 | 43.61 | — | — | |
| HAR-DRWImbalance Ratio=502021.08 | 43.34 | — | — | |
| cRTImbalance Ratio=502021.08 | 43.01 | — | — | |
| LDAM-DRWImbalance Ratio=1002021.08 | 42.93 | — | — | |
| ROLT-DRWImbalance Ratio=1002021.08 | 42.54 | — | — | |
| ERM-DRWImbalance Ratio=1002021.08 | 41.9 | — | — | |
| NCMImbalance Ratio=1002021.08 | 41.73 | — | — | |
| HAR-DRWImbalance Ratio=1002021.08 | 40.78 | — | — | |
| ROLTImbalance Ratio=1002021.08 | 40.75 | — | — | |
| BBNImbalance Ratio=1002021.08 | 40.09 | — | — | |
| cRTImbalance Ratio=1002021.08 | 39.44 | — | — | |
| LDAMImbalance Ratio=1002021.08 | 39.25 | — | — | |
| ERMImbalance Ratio=1002021.08 | 38.88 | — | — | |
| MAE2026.05 | 16.74 | — | — |