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Models/CMA(ViT-B/16, NegLabel)

CMA(ViT-B/16, NegLabel)

Reported on 8 benchmarks across 1 task · 1 paper · 3 SOTA

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

Computer Vision8 results

Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
AUROC· 2025-03-24
99.62
SOTA
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations arXiv:2503.18817
Out-of-Distribution DetectiononImageNet-1k vs Places
AUROC· 2025-03-24
93.11
SOTA
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations arXiv:2503.18817
Out-of-Distribution DetectiononImageNet-1k vs SUN
AUROC· 2025-03-24
96.36
SOTA
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations arXiv:2503.18817
Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
FPR95· 2025-03-24
1.65
best: 68.32 (GEN)
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations arXiv:2503.18817
Out-of-Distribution DetectiononImageNet-1k vs Textures
AUROC· 2025-03-24
91.64
best: 98.92 (ViM (BiT))
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations arXiv:2503.18817
Out-of-Distribution DetectiononImageNet-1k vs Textures
FPR95· 2025-03-24
33.58
best: 79.8 (RP+GradNorm)
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations arXiv:2503.18817
Out-of-Distribution DetectiononImageNet-1k vs Places
FPR95· 2025-03-24
27.65
best: 83.29 (RP+GradNorm)
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations arXiv:2503.18817
Out-of-Distribution DetectiononImageNet-1k vs SUN
FPR95· 2025-03-24
16.84
best: 80.94 (DOE)
Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations arXiv:2503.18817