Multi-task Learning on NYU v2 (val)
48.2Worst PerformanceReLiF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReLiFBackbone=ResNet50, Audit Protocol=shared fixed-δ auditing, Number of seeds=72026.06 | 48.2 | 63.98 | 0.62 | 0.85 | |
| UncertaintyBackbone=ResNet50, Audit Protocol=shared fixed-δ auditing, Number of seeds=72026.06 | 48.1 | 63.95 | 23.12 | 24.07 | |
| GradNormBackbone=ResNet50, Audit Protocol=shared fixed-δ auditing, Number of seeds=72026.06 | 48 | 63.9 | 22.79 | 23.74 | |
| ERMBackbone=ResNet50, Audit Protocol=shared fixed-δ auditing, Number of seeds=72026.06 | 47.9 | 63.82 | 22.84 | 23.8 | |
| CATSBackbone=ResNet50, Audit Protocol=shared fixed-δ auditing, Number of seeds=72026.06 | 47.81 | 63.75 | 23.3 | 24.28 | |
| FairGradBackbone=ResNet50, Audit Protocol=shared fixed-δ auditing, Number of seeds=72026.06 | 47.7 | 63.7 | 21.41 | 22.34 | |
| PCGradBackbone=ResNet50, Audit Protocol=shared fixed-δ auditing, Number of seeds=72026.06 | 47.21 | 63.29 | 22.92 | 23.89 |