Multi-task Learning (Segmentation, Depth, Surface Normal) on NYU v2 (test)
40.42mIoUGO4Align
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GO4AlignOptimization Category=loss-oriented2024.04 | 40.42 | 65.37 | 0.5492 | 0.2167 | 24.76 | 18.94 | 30.54 | 57.87 | 69.84 | 2.11 | -6.08 | |
| NASHMTLOptimization Category=gradient-oriented2024.04 | 40.13 | 65.93 | 0.5261 | 0.2171 | 25.26 | 20.08 | 28.4 | 55.47 | 68.15 | 2.89 | -4.04 | |
| CAGRADOptimization Category=gradient-oriented2024.04 | 39.79 | 65.49 | 0.5486 | 0.225 | 26.31 | 21.58 | 25.61 | 52.36 | 65.58 | 5.33 | 0.2 | |
| GRADDROPOptimization Category=gradient-oriented2024.04 | 39.39 | 65.12 | 0.5455 | 0.2279 | 27.48 | 22.96 | 23.38 | 49.44 | 62.87 | 7.89 | 3.58 | |
| IMTL-GOptimization Category=gradient-oriented2024.04 | 39.35 | 65.6 | 0.5426 | 0.2256 | 26.02 | 21.19 | 26.2 | 53.13 | 66.24 | 4.56 | -0.76 | |
| LSOptimization Category=loss-oriented2024.04 | 39.29 | 65.33 | 0.5493 | 0.2263 | 28.15 | 23.96 | 22.09 | 47.5 | 61.08 | 9.89 | 5.59 | |
| DWAOptimization Category=loss-oriented2024.04 | 39.11 | 65.31 | 0.551 | 0.2285 | 27.61 | 23.18 | 24.17 | 50.18 | 62.39 | 8.67 | 3.57 | |
| FAMOOptimization Category=loss-oriented2024.04 | 38.88 | 64.9 | 0.5474 | 0.2194 | 25.06 | 19.57 | 29.21 | 56.61 | 68.98 | 4.33 | -4.1 | |
| SIOptimization Category=loss-oriented2024.04 | 38.45 | 64.27 | 0.5354 | 0.2201 | 27.6 | 23.37 | 22.53 | 48.57 | 62.32 | 8.78 | 4.39 | |
| STLOptimization Category=Single-task Learning2024.04 | 38.3 | 63.76 | 0.6754 | 0.278 | 25.01 | 19.21 | 30.14 | 57.2 | 69.15 | — | — | |
| PCGRADOptimization Category=gradient-oriented2024.04 | 38.06 | 64.64 | 0.555 | 0.2325 | 27.41 | 22.8 | 23.86 | 49.83 | 63.14 | 9 | 3.97 | |
| RLWOptimization Category=loss-oriented2024.04 | 37.17 | 63.77 | 0.5759 | 0.241 | 28.27 | 24.18 | 22.26 | 47.05 | 60.62 | 12.22 | 7.78 | |
| UWOptimization Category=loss-oriented2024.04 | 36.87 | 63.17 | 0.5446 | 0.226 | 27.04 | 22.61 | 23.54 | 49.05 | 63.65 | 8.33 | 4.05 | |
| MGDAOptimization Category=gradient-oriented2024.04 | 30.47 | 59.9 | 0.607 | 0.2555 | 24.88 | 19.45 | 29.18 | 56.88 | 69.36 | 7 | 1.38 |