Delving into Out-of-Distribution Detection with Vision-Language Representations

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Benchmark Model Rank Results
out-of-distribution-detection-on-imagenet-1k-10MCM (CLIP-B)#21AUROC: 86.11FPR95: 57.77
out-of-distribution-detection-on-imagenet-1k-10MCM (CLIP-L)#23AUROC: 84.88FPR95: 59.88
out-of-distribution-detection-on-imagenet-1k-12MCM (CLIP-L)#9FPR95: 38.17AUROC: 91.49
out-of-distribution-detection-on-imagenet-1k-3MCM (CLIP-L)#13AUROC: 94.95FPR95: 28.38
out-of-distribution-detection-on-imagenet-1k-3MCM (CLIP-B)#16AUROC: 94.61FPR95: 30.91
out-of-distribution-detection-on-imagenet-1k-8MCM (CLIP-L)#7FPR95: 29.00AUROC: 94.14
out-of-distribution-detection-on-imagenet-1k-8MCM (CLIP-B)#10FPR95: 37.59AUROC: 92.57
out-of-distribution-detection-on-imagenet-1k-9MCM (CLIP-L)#5FPR95: 35.42AUROC: 92.00
out-of-distribution-detection-on-imagenet-1k-9MCM (CLIP-B)#9FPR95: 44.69AUROC: 89.77

Rank counts only results with a code link.