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ResearchFormerly WizWand

Image Classification on ImageNet-C (Brier Scores)

0.38Brier Score Severity 1Deep Ensembles

Evaluation results

Method	Links
Deep Ensembles2025.10		0.38	0.45	0.52	0.64	0.76	0.55
MIMO2025.10		0.39	0.47	0.54	0.65	0.78	0.56
Single2025.10		0.4	0.48	0.56	0.67	0.8	0.58
MC Dropout2025.10		0.4	0.48	0.55	0.66	0.79	0.57
LoRA Ensembles2025.10		0.4	0.49	0.56	0.68	0.8	0.58
Batch Ensemble2025.10		0.41	0.49	0.56	0.68	0.8	0.58
Hydra Ensembles2025.10		0.41	0.48	0.55	0.64	0.76	0.56
Taylor2025.10		0.42	0.49	0.56	0.66	0.79	0.58
Hydra Ensembles2025.10		0.42	0.5	0.57	0.67	0.79	0.59
Packed Ensembles2025.10		0.43	0.52	0.6	0.71	0.83	0.61
OBA2025.10		0.43	0.5	0.57	0.67	0.79	0.59
CircAvg2025.10		0.43	0.5	0.57	0.68	0.8	0.59