Scene Understanding on CityScapes
78.23mIoUAPT-Muon
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| APT-MuonArchitecture=SegNet, Backbone=MTAN, Optimizer=Muon2026.04 | 78.23 | 94.36 | 1.21 | 27.09 | 1 | -3.09 | |
| APT-CGArchitecture=SegNet, Backbone=MTAN, Optimizer=Adam2026.04 | 75.79 | 93.65 | 1.29 | 38.13 | 5.25 | 9.31 | |
| COSTArchitecture=SegNet, Backbone=MTAN2026.04 | 75.73 | 93.53 | 1.33 | 31.53 | 4.25 | 4.3 | |
| FairGradArchitecture=SegNet, Backbone=MTAN2026.04 | 75.72 | 93.68 | 1.34 | 32.25 | 4.25 | 5.18 | |
| Nash-MTLArchitecture=SegNet, Backbone=MTAN2026.04 | 75.41 | 93.66 | 1.29 | 35.02 | 4.75 | 6.82 | |
| IMTLArchitecture=SegNet, Backbone=MTAN2026.04 | 75.33 | 93.49 | 1.35 | 38.41 | 8.5 | 11.04 | |
| GradDropArchitecture=SegNet, Backbone=MTAN2026.04 | 75.27 | 93.53 | 1.57 | 47.54 | 10.75 | 23.67 | |
| DWAArchitecture=SegNet, Backbone=MTAN2026.04 | 75.24 | 93.52 | 1.6 | 44.37 | 11.25 | 21.43 | |
| LSArchitecture=SegNet, Backbone=MTAN2026.04 | 75.18 | 93.49 | 1.55 | 46.77 | 11.25 | 22.6 | |
| CAGradArchitecture=SegNet, Backbone=MTAN2026.04 | 75.16 | 93.48 | 1.41 | 37.6 | 10.25 | 11.58 | |
| PCGradArchitecture=SegNet, Backbone=MTAN2026.04 | 75.13 | 93.48 | 1.54 | 42.07 | 11.5 | 18.21 | |
| APT-FAMOArchitecture=SegNet, Backbone=MTAN, Optimizer=Adam2026.04 | 75.11 | 93.48 | 1.38 | 35.39 | 10.25 | 9.03 | |
| RLWArchitecture=SegNet, Backbone=MTAN2026.04 | 74.57 | 93.41 | 1.58 | 47.79 | 14.5 | 24.37 | |
| FAMOArchitecture=SegNet, Backbone=MTAN2026.04 | 74.54 | 93.29 | 1.45 | 32.59 | 11.25 | 8.13 | |
| APT-FairArchitecture=SegNet, Backbone=MTAN, Optimizer=Adam2026.04 | 74.29 | 93.25 | 1.25 | 30.36 | 8.75 | 2.22 | |
| IndependentArchitecture=SegNet, Backbone=MTAN2026.04 | 74.01 | 93.16 | 1.25 | 27.77 | — | — | |
| UncertaintyArchitecture=SegNet, Backbone=MTAN2026.04 | 72.02 | 92.85 | 1.4 | 30.13 | 10.75 | 5.88 | |
| MGDAArchitecture=SegNet, Backbone=MTAN2026.04 | 68.84 | 91.54 | 3.09 | 33.5 | 14.5 | 44.14 |