Semantic Segmentation on Mapillary (test)
77.93mIoUMFuser
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MFuserBackbone=EVA02-L2026.03 | 77.93 | — | |
| RecycleLoRABackbone=DINOv2-L2026.03 | 77.54 | — | |
| DPMFormerBackbone=EVA02-L2026.03 | 76.67 | — | |
| SoMABackbone=DINOv2-L2026.03 | 76.45 | — | |
| VLTSegBackbone=EVA02-L2026.03 | 76.4 | — | |
| tqdmBackbone=EVA02-L2026.03 | 76.15 | — | |
| DepthForgeBackbone=DINOv2-L2026.03 | 75.93 | — | |
| FADABackbone=DINOv2-L2026.03 | 75.86 | — | |
| SETBackbone=DINOv2-L2026.03 | 75.67 | — | |
| ReinBackbone=DINOv2-L2026.03 | 75.18 | — | |
| PDAFBackbone=Swin-L2026.03 | 74.1 | — | |
| CMFormerBackbone=Swin-L2026.03 | 73.6 | — | |
| HGFormerBackbone=Swin-L2026.03 | 72.1 | — | |
| Pin the MemoryBackbone=ResNet-50, Architecture=DeepLabV3+, Source Datasets=GTAV + Synthia + IDD2022.04 | 58.31 | — | |
| RobustNetBackbone=ResNet-50, Architecture=DeepLabV3+, Source Datasets=GTAV + Synthia + IDD2022.04 | 56.9 | — | |
| IBN-NetBackbone=ResNet-50, Architecture=DeepLabV3+, Source Datasets=GTAV + Synthia + IDD2022.04 | 56.06 | — | |
| MLDGBackbone=ResNet-50, Architecture=DeepLabV3+, Source Datasets=GTAV + Synthia + IDD2022.04 | 55.94 | — | |
| BaselineBackbone=ResNet-50, Architecture=DeepLabV3+, Source Datasets=GTAV + Synthia + IDD2022.04 | 54.7 | — | |
| TSMLDGBackbone=ResNet-50, Architecture=DeepLabV3+, Source Datasets=GTAV + Synthia + IDD2022.04 | 52.76 | — | |
| SHADEBackbone=ResNet-101, Source Dataset=GTAV, Extra Data=false, Checkpoint Selection=Last2022.04 | 45.5 | — | |
| FSDRBackbone=ResNet-101, Source Dataset=GTAV, Extra Data=true, Checkpoint Selection=Best2022.04 | 43.4 | — | |
| SHADEBackbone=ResNet-50, Source Dataset=GTAV, Extra Data=false, Checkpoint Selection=Last2022.04 | 43.34 | — | |
| ISWBackbone=ResNet-50, Source Dataset=GTAV, Extra Data=false, Checkpoint Selection=Last2022.04 | 40.33 | — | |
| RobustNetSource Dataset=GTA5, Backbone=ResNet-502022.11 | 40.3 | — | |
| GMDGObjective=GAim1+GReg1+GAim2+GReg22024.02 | 39.63 | — | |
| GReg1+GAim2+GReg2Objective=GReg1+GAim2+GReg22024.02 | 39.29 | — | |
| GAim1+GAim2+GReg2Objective=GAim1+GAim2+GReg22024.02 | 39.11 | — | |
| RobustNetObjective=GAim2, GReg22024.02 | 38.49 | — | |
| IBN-Net2024.02 | 38.09 | — | |
| DRPCBackbone=ResNet-101, Source Dataset=GTAV, Extra Data=true, Checkpoint Selection=Best2022.04 | 38.05 | — | |
| IBN-NetBackbone=ResNet-50, Source Dataset=GTAV, Extra Data=false, Checkpoint Selection=Last2022.04 | 37.75 | — | |
| OursSource Dataset=GTA5, Backbone=ResNet-502022.11 | 37.1 | — | |
| IBN-NetBackbone=ResNet-101, Source Dataset=GTAV, Extra Data=false, Checkpoint Selection=Last2022.04 | 36.81 | — | |
| ISWBackbone=ResNet-101, Source Dataset=GTAV, Extra Data=false, Checkpoint Selection=Last2022.04 | 35.57 | — | |
| DRPCBackbone=ResNet-50, Source Dataset=GTAV, Extra Data=true, Checkpoint Selection=Best2022.04 | 34.12 | — | |
| DRPCSource Dataset=GTA5, Backbone=ResNet-502022.11 | 34.1 | — | |
| IterNormBackbone=ResNet-50, Source Dataset=GTAV, Extra Data=false, Checkpoint Selection=Last2022.04 | 33.88 | — | |
| DeepLabv3+2024.02 | 31.94 | — | |
| BaselineBackbone=ResNet-101, Source Dataset=GTAV, Extra Data=false, Checkpoint Selection=Last2022.04 | 30.68 | — | |
| SWBackbone=ResNet-50, Source Dataset=GTAV, Extra Data=false, Checkpoint Selection=Last2022.04 | 29.71 | — | |
| SWSource Dataset=GTA5, Backbone=ResNet-502022.11 | 29.7 | — | |
| BaselineBackbone=ResNet-50, Source Dataset=GTAV, Extra Data=false, Checkpoint Selection=Last2022.04 | 28.18 | — | |
| DeepLabV3+Source Dataset=GTA5, Backbone=ResNet-502022.11 | 28.1 | — |