DML

Reported on 5 benchmarks across 1 task

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

Computer Vision5 results

Out-of-Distribution DetectiononImageNet-1k vs iNaturalist
FPR95
47.32
best: 68.32 (GEN)
Out-of-Distribution DetectiononImageNet-1k vs Textures
FPR95
52.8
best: 79.8 (RP+GradNorm)
Out-of-Distribution DetectiononImageNet-1k vs Places
FPR95
61.43
best: 83.29 (RP+GradNorm)
Out-of-Distribution DetectiononImageNet-1k vs SUN
FPR95
57.4
best: 80.94 (DOE)
Out-of-Distribution DetectiononImageNet-1k vs Curated OODs (avg.)
FPR95
54.74
best: 70.12 (RP+GradNorm)