UNI-OOD: Unified Object- and Image-level Out-of-Distribution Detection via Cross-Context Attentive Vision-Language Modeling

Benchmark Model Rank Results
out-of-distribution-detection-on-imagenet-1k-vs-inaturalist-ood-mos-mcm-full-50kUNI-OOD–AUROC: 99.16FPR95: 4.92
out-of-distribution-detection-on-imagenet-1k-vs-sun-ood-mos-mcm-full-50kUNI-OOD–AUROC: 97.35FPR95: 16.4
out-of-distribution-detection-on-imagenet-1k-vs-textures-ood-mos-protocolUNI-OOD–AUROC: 96.52FPR95: 16.91