Learning Transferable Negative Prompts for Out-of-Distribution Detection

Benchmark Model Rank Results
out-of-distribution-detection-on-imagenet-1k-vs-inaturalist-ood-mos-mcm-full-50kNegPrompt (CLIP-B/16, Full)#1AUROC: 98.73FPR95: 6.32
out-of-distribution-detection-on-imagenet-1k-vs-sun-ood-mos-mcm-full-50kNegPrompt (CLIP-B/16, Full)#2AUROC: 95.55FPR95: 22.89
out-of-distribution-detection-on-imagenet-1k-vs-textures-ood-mos-protocolNegPrompt (CLIP-B/16, Full)#2AUROC: 91.6FPR95: 35.21