ResearchBenchmarksOOD Detection on ImageNet-1k (ID) vs ImageNet-O (OOD)For AI assistantsMarkdownContent indexOOD Detection on ImageNet-1k (ID) vs ImageNet-O (OOD)Follow90.49AUROC∆Energy78.11481.32784.5487.753Oct 13, 2025Evaluation resultsMethodMethodLinksAUROCFPR95∆Energymode=zero-shotmode=zero-shot2025.1090.4941.25CSPmode=zero-shotmode=zero-shot2025.1088.0851.5NegLabelmode=zero-shotmode=zero-shot2025.1085.7856.65MCMmode=zero-shotmode=zero-shot2025.1078.5964.27