Image Recognition on DomainNet 50% test split (val)
79.9Accuracy (Clipart)ForkMerge
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ForkMerge2023.01 | 79.9 | 42.7 | 73.5 | 73 | 85.2 | 72 | 71.1 | 2 | |
| IMTL2023.01 | 79.4 | 38.6 | 68.6 | 53.7 | 79.3 | 67.6 | 64.5 | -7.55 | |
| UW2023.01 | 79.1 | 35.8 | 68.2 | 50.5 | 77.9 | 67 | 63.1 | -9.98 | |
| CAGrad2023.01 | 79.1 | 38.6 | 69.4 | 53.6 | 79.8 | 67.6 | 64.7 | -7.35 | |
| Post-train2023.01 | 78.7 | 42.3 | 72.7 | 73 | 84.7 | 71.2 | 70.4 | 1.07 | |
| GradNorm2023.01 | 78.4 | 38.9 | 69.4 | 52.9 | 79 | 67.7 | 64.4 | -7.68 | |
| DWA2023.01 | 78.3 | 38.2 | 67.8 | 51.4 | 77.3 | 67.2 | 63.4 | -9.15 | |
| PCGrad2023.01 | 78.3 | 38 | 68.2 | 50.4 | 77.4 | 67.3 | 63.3 | -9.32 | |
| Auto-λ2023.01 | 78.3 | 37.8 | 70.2 | 56.3 | 79.7 | 67.1 | 64.9 | -7.18 | |
| MGDA2023.01 | 78.1 | 37.2 | 69.2 | 51 | 80 | 67.3 | 63.8 | -8.8 | |
| EW2023.01 | 78 | 38.1 | 67.2 | 50.8 | 77.1 | 67 | 63 | -9.62 | |
| STL2023.01 | 77.6 | 41.4 | 71.8 | 73 | 84.6 | 70.2 | 69.8 | — | |
| ARML2023.01 | 75.6 | 36.8 | 67.8 | 52.4 | 77.6 | 64.2 | 62.4 | -10.7 | |
| GCS2023.01 | 74.6 | 36 | 67.6 | 56.6 | 76.4 | 62.3 | 62.3 | -11 | |
| NashMTL2023.01 | 71.8 | 32.9 | 62.2 | 39.5 | 73.5 | 61.4 | 56.9 | -18.8 | |
| OL_AUX2023.01 | 68.2 | 33.5 | 65.3 | 54.1 | 76.3 | 60.9 | 59.7 | -14.8 |