WRN 40-2 + Rotation Prediction

Reported on 4 benchmarks across 1 task · 1 paper

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 DetectiononCIFAR-10 vs CIFAR-100
AUPR· 2019-06-28
67.7
best: 100 (DHM)
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty arXiv:1906.12340
Out-of-Distribution DetectiononCIFAR-10 vs CIFAR-100
AUROC· 2019-06-28
90.9
best: 100 (DHM)
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty arXiv:1906.12340
Out-of-Distribution DetectiononCIFAR-10
AUROC· 2019-06-28
96.2
best: 100 (DHM)
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty arXiv:1906.12340
Out-of-Distribution DetectiononCIFAR-10
FPR95· 2019-06-28
16
best: 34.94 (WRN 40-2 (MSP Baseline))
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty arXiv:1906.12340