Multi-task Learning (Segmentation, Part Segmentation, Disparity) on Cityscapes
70.62Semantic Segmentation mIoUMTAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MTANBackbone=ResNet-50, Architecture Framework=LibMTL / DeepLabV3, #P (Relative Parameters)=1.29, #F (Relative FLOPs)=1.482025.12 | 70.62 | — | 0.0125 | 0.49 | |
| TSσBNBackbone=ResNet-50, Architecture Framework=LibMTL / DeepLabV3, #P (Relative Parameters)=1.00, #F (Relative FLOPs)=1.442025.12 | 70.17 | — | 0.0123 | 0.85 | |
| CSBackbone=ResNet-50, Architecture Framework=LibMTL / DeepLabV3, #P (Relative Parameters)=1.42, #F (Relative FLOPs)=1.442025.12 | 69.97 | — | 0.0123 | 0.55 | |
| TSBNBackbone=ResNet-50, Architecture Framework=LibMTL / DeepLabV3, #P (Relative Parameters)=1.00, #F (Relative FLOPs)=1.442025.12 | 69.89 | — | 0.0124 | 0.38 | |
| HPSBackbone=ResNet-50, Architecture Framework=LibMTL / DeepLabV3, #P (Relative Parameters)=1.00, #F (Relative FLOPs)=1.002025.12 | 69.81 | — | 0.0125 | 0 | |
| MMOEBackbone=ResNet-50, Architecture Framework=LibMTL / DeepLabV3, #P (Relative Parameters)=1.42, #F (Relative FLOPs)=1.442025.12 | 69.81 | — | 0.0126 | -0.43 | |
| LTBBackbone=ResNet-50, Architecture Framework=LibMTL / DeepLabV3, #P (Relative Parameters)=1.42, #F (Relative FLOPs)=1.442025.12 | 69.81 | — | 0.0125 | -0.35 | |
| CGCBackbone=ResNet-50, Architecture Framework=LibMTL / DeepLabV3, #P (Relative Parameters)=1.85, #F (Relative FLOPs)=1.882025.12 | 69.75 | — | 0.0125 | -0.12 | |
| DSelect-kBackbone=ResNet-50, Architecture Framework=LibMTL / DeepLabV3, #P (Relative Parameters)=1.44, #F (Relative FLOPs)=1.442025.12 | 69.67 | — | 0.0124 | 0.26 | |
| PLEBackbone=ResNet-50, Architecture Framework=LibMTL / DeepLabV3, #P (Relative Parameters)=1.95, #F (Relative FLOPs)=2.322025.12 | 69.3 | — | 0.0129 | -2.02 | |
| CSRelative Parameters (#P)=1.002025.12 | 56.73 | 53.89 | 0.781 | 2.43 | |
| STLRelative Parameters (#P)=1.002025.12 | 56.61 | 53.95 | 0.841 | 0 | |
| TSσBNRelative Parameters (#P)=0.602025.12 | 56.45 | 53.26 | 0.814 | 0.57 | |
| TSBNRelative Parameters (#P)=0.612025.12 | 56.1 | 52.82 | 0.806 | 0.4 | |
| MTANRelative Parameters (#P)=0.782025.12 | 55.83 | 52.61 | 0.799 | 0.39 | |
| HPSRelative Parameters (#P)=0.602025.12 | 55.03 | 51.92 | 0.796 | -0.39 |