Overcoming Shortcut Problem in VLM for Robust Out-of-Distribution Detection

Benchmark Model Rank Results
out-of-distribution-detection-on-imagenet-1k-vs-sun-ood-mos-mcm-full-50kOSPCoOp (ViT-B/16, 16-shot)#1AUROC: 96.74FPR95: 18.26
out-of-distribution-detection-on-imagenet-1k-vs-inaturalist-ood-mos-mcm-full-50kOSPCoOp (ViT-B/16, 16-shot)#3AUROC: 97.13FPR95: 15.25
out-of-distribution-detection-on-imagenet-1k-vs-textures-ood-mos-protocolOSPCoOp (ViT-B/16, 16-shot)#4AUROC: 91.13FPR95: 41.26