Object Detection on RF100 (test)
53.35Aerial mAP@50Individual
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| IndividualBackbone=ResNet502026.04 | 53.35 | 65.1 | 54.83 | 35.26 | 46.74 | 53.37 | 41.27 | 49.99 | |
| Traditional MTLBackbone=ResNet502026.04 | 51 | 61.66 | 48.23 | 35.02 | 43.67 | 51.47 | 36.04 | 46.73 | |
| Auto-FlexSwitch+MSEType=Dynamic, Storage (MB)=46.97, Backbone=ResNet50, λ=0.52026.04 | 48.51 | 60.89 | 44.5 | 26.75 | 40.97 | 46.4 | 28.77 | 42.4 | |
| Twin-MergingType=Dynamic, Storage (MB)=313.98, Backbone=ResNet502026.04 | 46.91 | 47.33 | 41.51 | 26.2 | 36.19 | 41.99 | 26.24 | 38.05 | |
| Auto-SwitchType=Dynamic, Storage (MB)=65.48, Backbone=ResNet502026.04 | 42.96 | 53.57 | 42.17 | 23.94 | 38.77 | 43.63 | 19.74 | 37.83 | |
| EMR-MergingType=Dynamic, Storage (MB)=192.33, Backbone=ResNet502026.04 | 8.3 | 10.9 | 16.57 | 17.44 | 14.17 | 37.55 | 14.49 | 17.06 | |
| DAREType=Static, Backbone=ResNet502026.04 | 4.61 | 1.02 | 3.26 | 3.75 | 1.81 | 4.71 | 4.33 | 3.36 | |
| Ties-MergingType=Static, Backbone=ResNet502026.04 | 4.44 | 1.29 | 3.78 | 3.97 | 1.77 | 4.87 | 4.23 | 3.29 | |
| Task-ArithmeticType=Static, Backbone=ResNet502026.04 | 3.86 | 1.04 | 3.18 | 3.77 | 1.81 | 4.74 | 4.16 | 3.22 | |
| Fisher MergingType=Static, Backbone=ResNet502026.04 | 3.72 | 1.13 | 4.28 | 4.17 | 2.15 | 4.82 | 5.71 | 3.71 | |
| DF-MergeType=Static, Backbone=ResNet502026.04 | 3.54 | 0.98 | 3.02 | 3.98 | 2.43 | 4.77 | 4.29 | 3.29 | |
| MoW-MergingType=Dynamic, Storage (MB)=1256.57, Backbone=ResNet502026.04 | 2.94 | 5.45 | 22.59 | 8.66 | 14.34 | 20.06 | 31.85 | 15.13 | |
| RegMeanType=Static, Backbone=ResNet502026.04 | 2.47 | 1.17 | 3.91 | 3.49 | 1.54 | 5.47 | 6.27 | 3.47 | |
| Weight-AveragingType=Static, Backbone=ResNet502026.04 | 2.23 | 1.32 | 3.65 | 3.41 | 1.47 | 5.01 | 4.64 | 3.1 | |
| Pre-trainedBackbone=ResNet502026.04 | 0.13 | 1.7 | 0.29 | 0.21 | 0.09 | 1.2 | 1.26 | 0.7 |