LINe (ResNet50)

Reported on 4 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 Vision4 results

Out-of-Distribution DetectiononImageNet-1k vs Places
AUROC· 2023-03-24
92.85
best: 93.11 (CMA(ViT-B/16, NegLabel))
SOTA
LINe: Out-of-Distribution Detection by Leveraging Important Neurons arXiv:2303.13995
Out-of-Distribution DetectiononImageNet-1k vs SUN
AUROC· 2023-03-24
95.26
best: 96.36 (CMA(ViT-B/16, NegLabel))
SOTA
LINe: Out-of-Distribution Detection by Leveraging Important Neurons arXiv:2303.13995
Out-of-Distribution DetectiononImageNet-1k vs Places
FPR95· 2023-03-24
28.52
best: 83.29 (RP+GradNorm)
LINe: Out-of-Distribution Detection by Leveraging Important Neurons arXiv:2303.13995
Out-of-Distribution DetectiononImageNet-1k vs SUN
FPR95· 2023-03-24
19.48
best: 80.94 (DOE)
LINe: Out-of-Distribution Detection by Leveraging Important Neurons arXiv:2303.13995