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Models/MCM (CLIP-L)

MCM (CLIP-L)

Reported on 10 benchmarks across 1 task · 1 paper · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision10 results

Out-of-Distribution DetectiononImageNet-1k vs Places
AUROC· 2022-11-24
92
best: 93.11 (CMA(ViT-B/16, NegLabel))
SOTA
Delving into Out-of-Distribution Detection with Vision-Language Representations arXiv:2211.13445
Out-of-Distribution DetectiononImageNet-1k vs SUN
AUROC· 2022-11-24
94.14
best: 96.36 (CMA(ViT-B/16, NegLabel))
SOTA
Delving into Out-of-Distribution Detection with Vision-Language Representations arXiv:2211.13445
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
AUROC· 2022-11-24
94.95
best: 99.62 (CMA(ViT-B/16, NegLabel))
Delving into Out-of-Distribution Detection with Vision-Language Representations arXiv:2211.13445
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
FPR95· 2022-11-24
28.38
best: 68.32 (GEN)
Delving into Out-of-Distribution Detection with Vision-Language Representations arXiv:2211.13445
Out-of-Distribution DetectiononImageNet-1k vs Textures
AUROC· 2022-11-24
84.88
best: 98.92 (ViM (BiT))
Delving into Out-of-Distribution Detection with Vision-Language Representations arXiv:2211.13445
Out-of-Distribution DetectiononImageNet-1k vs Textures
FPR95· 2022-11-24
59.88
best: 79.8 (RP+GradNorm)
Delving into Out-of-Distribution Detection with Vision-Language Representations arXiv:2211.13445
Out-of-Distribution DetectiononImageNet-1k vs Places
FPR95· 2022-11-24
35.42
best: 83.29 (RP+GradNorm)
Delving into Out-of-Distribution Detection with Vision-Language Representations arXiv:2211.13445
Out-of-Distribution DetectiononImageNet-1k vs SUN
FPR95· 2022-11-24
29
best: 80.94 (DOE)
Delving into Out-of-Distribution Detection with Vision-Language Representations arXiv:2211.13445
Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
AUROC· 2022-11-24
91.49
best: 95.71 (SCALE (ResNet50))
Delving into Out-of-Distribution Detection with Vision-Language Representations arXiv:2211.13445
Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
FPR95· 2022-11-24
38.17
best: 70.12 (RP+GradNorm)
Delving into Out-of-Distribution Detection with Vision-Language Representations arXiv:2211.13445