Image Classification on ImageNet-C (Severity Accuracy Breakdown)
57.12Top-1 AccuracyDeep Ensembles
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Deep Ensembles2025.10 | 57.12 | 73.11 | 66.59 | 60.43 | 49.5 | 35.97 | |
| Hydra Ensemblesvariant=Taylor2025.10 | 56.5 | 71.65 | 65.1 | 59.35 | 49.62 | 36.79 | |
| MIMO2025.10 | 55.42 | 71.49 | 64.88 | 58.78 | 47.56 | 34.4 | |
| Taylor2025.10 | 55 | 70.63 | 63.81 | 57.84 | 47.84 | 34.92 | |
| Hydra Ensemblesvariant=Circ2025.10 | 54.59 | 70.81 | 63.87 | 57.62 | 46.96 | 33.73 | |
| MC Dropout2025.10 | 54.21 | 70.44 | 63.64 | 57.39 | 46.38 | 33.22 | |
| OBA2025.10 | 54.06 | 69.12 | 62.49 | 56.4 | 47.06 | 35.24 | |
| CircAvg2025.10 | 53.59 | 70 | 62.97 | 56.52 | 45.81 | 32.66 | |
| Single2025.10 | 53.47 | 70.44 | 63.31 | 56.57 | 45.1 | 31.97 | |
| LoRA Ensembles2025.10 | 53.27 | 70.27 | 63.09 | 56.34 | 44.88 | 31.79 | |
| Batch Ensemble2025.10 | 53.13 | 70.1 | 62.94 | 56.21 | 44.71 | 31.72 | |
| Packed Ensembles2025.10 | 50.23 | 68.11 | 60.18 | 52.87 | 41.21 | 28.81 | |
| Ours + GuidanceAdaptation=Input, Diffusion?=Yes, Per-sample?=Yes, Frozen Classifier?=Yes2026.04 | 39 | — | — | — | — | — | |
| DDAAdaptation=Input, Diffusion?=Yes, Per-sample?=No, Frozen Classifier?=Yes2026.04 | 38 | — | — | — | — | — | |
| OursAdaptation=Input, Diffusion?=Yes, Per-sample?=Yes, Frozen Classifier?=Yes2026.04 | 36 | — | — | — | — | — | |
| Source-onlyAdaptation=None, Diffusion?=No, Per-sample?=No, Frozen Classifier?=Yes2026.04 | 33 | — | — | — | — | — | |
| TentAdaptation=Model, Diffusion?=No, Per-sample?=No, Frozen Classifier?=No2026.04 | 30 | — | — | — | — | — | |
| MEMOAdaptation=Model, Diffusion?=No, Per-sample?=Yes, Frozen Classifier?=No2026.04 | 29 | — | — | — | — | — | |
| DiffPureAdaptation=Input, Diffusion?=Yes, Per-sample?=No, Frozen Classifier?=Yes2026.04 | 25 | — | — | — | — | — |