Multi-task Learning on Cityscapes (test)
1.75MRNash-MTL
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Nash-MTL2022.02 | 1.75 | 6.82 | — | — | — | — | — | — | — | |
| NASHMTL2024.04 | 2.5 | 6.82 | — | — | — | — | — | — | — | |
| Nash-MTL2023.05 | 2.75 | 6.82 | — | — | — | — | — | — | — | |
| IMTL-G2022.02 | 3.62 | 11.1 | — | — | — | — | — | — | — | |
| MoCo2023.05 | 4 | 9.9 | — | — | — | — | — | — | — | |
| IMTL-G2024.04 | 4 | 11.1 | — | — | — | — | — | — | — | |
| CAGRAD2024.04 | 5 | 11.64 | — | — | — | — | — | — | — | |
| IMTL-G2023.05 | 5.25 | 11.1 | — | — | — | — | — | — | — | |
| UW2022.02 | 5.25 | 5.89 | — | — | — | — | — | — | — | |
| CAGrad2022.02 | 5.37 | 11.64 | — | — | — | — | — | — | — | |
| GradDrop2022.02 | 5.5 | 23.73 | — | — | — | — | — | — | — | |
| FAMO2024.04 | 5.5 | 8.13 | — | — | — | — | — | — | — | |
| UW2024.04 | 5.75 | 5.89 | — | — | — | — | — | — | — | |
| DWA2022.02 | 6 | 21.45 | — | — | — | — | — | — | — | |
| DWA2024.04 | 6 | 21.45 | — | — | — | — | — | — | — | |
| LS2022.02 | 6.12 | 22.6 | — | — | — | — | — | — | — | |
| SDMGrad2023.05 | 6.25 | 7.79 | — | — | — | — | — | — | — | |
| PCGRAD2024.04 | 6.25 | 18.29 | — | — | — | — | — | — | — | |
| PCGrad2022.02 | 6.37 | 18.29 | — | — | — | — | — | — | — | |
| GO4Align2024.04 | 7 | 8.11 | — | — | — | — | — | — | — | |
| CAGrad2023.05 | 7.25 | 11.64 | — | — | — | — | — | — | — | |
| UW2023.05 | 7.75 | 5.89 | — | — | — | — | — | — | — | |
| GradDrop2023.05 | 7.75 | 23.73 | — | — | — | — | — | — | — | |
| FAMO2023.05 | 7.75 | 8.13 | — | — | — | — | — | — | — | |
| RLW2024.04 | 7.75 | 24.38 | — | — | — | — | — | — | — | |
| SI2022.02 | 8 | 14.11 | — | — | — | — | — | — | — | |
| LS2023.05 | 8.5 | 22.6 | — | — | — | — | — | — | — | |
| DWA2023.05 | 8.5 | 21.45 | — | — | — | — | — | — | — | |
| LS2024.04 | 8.5 | 14.11 | — | — | — | — | — | — | — | |
| SI2024.04 | 8.5 | 14.11 | — | — | — | — | — | — | — | |
| PCGrad2023.05 | 8.75 | 18.29 | — | — | — | — | — | — | — | |
| MGDA2022.02 | 8.75 | 44.14 | — | — | — | — | — | — | — | |
| RLW2022.02 | 9.25 | 24.38 | — | — | — | — | — | — | — | |
| MGDA2024.04 | 10 | 44.14 | — | — | — | — | — | — | — | |
| MoDo2023.05 | 10.75 | 18.89 | — | — | — | — | — | — | — | |
| RLW2023.05 | 11.25 | 24.38 | — | — | — | — | — | — | — | |
| SI2023.05 | 11.5 | 14.11 | — | — | — | — | — | — | — | |
| MGDA2023.05 | 12 | 44.14 | — | — | — | — | — | — | — | |
| OursSetup=S-D-N2022.06 | 40.05 | — | — | — | — | 76.08 | 6.407 | 7.61 | 8.15 | |
| 3-way SPAD-NetSetup=S-D-N2022.06 | 41.84 | — | — | — | — | 75.5 | 6.491 | 6.56 | 6.09 | |
| PAD-NetSetup=S-D-N2022.06 | 43.52 | — | — | — | — | 70.67 | 6.755 | 1 | 1.12 | |
| MTLSetup=S-D-N2022.06 | 43.6 | — | — | — | — | 70.93 | 6.736 | 1.34 | 1.3 | |
| STLSetup=S-D-N2022.06 | 44.1 | — | — | — | — | 67.93 | 6.622 | — | — | |
| 3-way SPAD-NetSetup=S-D2022.06 | — | — | — | — | — | 75 | 6.528 | 5.91 | — | |
| AdaShare# of Param=1.002023.03 | — | — | 1.8 | 3.8 | 2.8 | — | — | — | — | |
| Cross-Stitch# of Param=2.002023.03 | — | — | -0.1 | 5.8 | 2.8 | — | — | — | — | |
| DEN# of Param=1.122023.03 | — | — | -3.1 | -1.6 | -2.4 | — | — | — | — | |
| Flow-based Reduction (FBR)M=5, # of Param=0.962023.03 | — | — | 3.5 | 3.9 | 3.7 | — | — | — | — | |
| Flow-based Reduction (FBR)M=7, # of Param=1.162023.03 | — | — | 7.5 | 3.1 | 5.3 | — | — | — | — | |
| Flow-based Reduction (FBR)M=9, # of Param=1.312023.03 | — | — | 8.3 | 4.8 | 6.6 | — | — | — | — | |
| MTAN# of Param=2.412023.03 | — | — | 0.5 | 4.8 | 2.7 | — | — | — | — | |
| MTLSetup=S-D2022.06 | — | — | — | — | — | 70.43 | 6.797 | 0.52 | — | |
| NDDR-CNN# of Param=2.072023.03 | — | — | 1.3 | 3.3 | 2.3 | — | — | — | — | |
| OursSetup=S-D2022.06 | — | — | — | — | — | 74.95 | 6.649 | 4.96 | — | |
| PAD-NetSetup=S-D2022.06 | — | — | — | — | — | 70.23 | 6.777 | 0.17 | — | |
| Shared Bottom# of Param=1.002023.03 | — | — | -3.7 | -0.5 | -2.1 | — | — | — | — | |
| Single-Task# of Param=2.002023.03 | — | — | 0 | 0 | 0 | — | — | — | — | |
| Sluice# of Param=2.002023.03 | — | — | -0.8 | 4 | 1.6 | — | — | — | — | |
| STLSetup=S-D2022.06 | — | — | — | — | — | 67.93 | 6.622 | — | — |