ISH (ResNet50)

Reported on 6 benchmarks across 1 task · 1 paper · 4 SOTA

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

Computer Vision6 results

Out-of-Distribution DetectiononNear-OOD
AUROC· 2023-09-30
84.01
SOTA
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement arXiv:2310.00227
Out-of-Distribution DetectiononNear-OOD
ID ACC· 2023-09-30
76.74
SOTA
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement arXiv:2310.00227
Out-of-Distribution DetectiononFar-OOD
AUROC· 2023-09-30
96.79
SOTA
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement arXiv:2310.00227
Out-of-Distribution DetectiononFar-OOD
ID ACC· 2023-09-30
76.74
SOTA
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement arXiv:2310.00227
Out-of-Distribution DetectiononNear-OOD
FPR@95· 2023-09-30
55.73
best: 59.76 (SCALE (ResNet50))
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement arXiv:2310.00227
Out-of-Distribution DetectiononFar-OOD
FPR@95· 2023-09-30
15.62
best: 16.53 (SCALE (ResNet50))
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement arXiv:2310.00227