ResearchBenchmarksOOD Detection on ImageNet-10 ID ImageNet-100 OODFor AI assistantsMarkdownContent indexOOD Detection on ImageNet-10 ID ImageNet-100 OODFollow99.4AUROC∆Energy99.327299.346199.36599.3839Oct 13, 2025Evaluation resultsMethodMethodLinksAUROCFPR@95∆Energymode=zero-shotmode=zero-shot2025.1099.41.8MCMmode=zero-shotmode=zero-shot2025.1099.392.5NegLabelmode=zero-shotmode=zero-shot2025.1099.372.5CSPmode=zero-shotmode=zero-shot2025.1099.332.22