Multi-Task Learning on NYU v2 (test)
403Delta m%ForkMerge
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ForkMerge2023.01 | 403 | — | — | |
| IMTL2023.01 | 210 | — | — | |
| Post-train2023.01 | 149 | — | — | |
| MGDA2023.01 | 144 | — | — | |
| CAGrad2023.01 | 141 | — | — | |
| Auto-λ2023.01 | 117 | — | — | |
| NashMTL2023.01 | 111 | — | — | |
| UW2023.01 | 63 | — | — | |
| GradNorm2023.01 | 56 | — | — | |
| ARML2023.01 | 37 | — | — | |
| EW2023.01 | 30 | — | — | |
| PCGrad2023.01 | 22 | — | — | |
| OL_AUX2023.01 | 17 | — | — | |
| GCS2023.01 | 9 | — | — | |
| RLWseeds=32022.02 | 7.78 | 10.11 | — | |
| DWA2023.01 | 7 | — | — | |
| LSseeds=32022.02 | 5.59 | 8.11 | — | |
| SIseeds=32022.02 | 4.39 | 7.11 | — | |
| UWseeds=32022.02 | 4.05 | 6.44 | — | |
| PCGradseeds=32022.02 | 3.97 | 6.88 | — | |
| GradDropseeds=32022.02 | 3.58 | 6.44 | — | |
| DWAseeds=32022.02 | 3.57 | 6.88 | — | |
| ATRCBackbone=HRNet18, FPM=true2021.04 | 3.57 | — | — | |
| MTI-NetBackbone=HRNet18, FPM=true2021.04 | 2.94 | — | — | |
| ATRCBackbone=HRNet18, FPM=false2021.04 | 1.56 | — | — | |
| MGDAseeds=32022.02 | 1.38 | 5.44 | — | |
| CAGradseeds=32022.02 | 0.2 | 3.77 | — | |
| Single taskBackbone=HRNet18, FPM=false2021.04 | 0 | — | — | |
| IMTL-Gseeds=32022.02 | -0.76 | 3.11 | — | |
| Multi-taskBackbone=HRNet18, FPM=false2021.04 | -1.89 | — | — | |
| Nash-MTLseeds=32022.02 | -4.04 | 1.55 | — | |
| MGDA2023.05 | — | — | 6.25 | |
| MoDo2023.05 | — | — | 3.21 | |
| Static2023.05 | — | — | 3.98 |