Semantic Segmentation on (GTAV + Synthia) to {BDD100K, Cityscapes, Mapillary} (test)
63.59mIoU (BDD100K)SoMA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SoMABackbone=DINOv2-L, Params.=4.9M2024.12 | 63.59 | 74.85 | 73.92 | 70.79 | |
| SoMABackbone=DINOv2-L, Params.=4.9M2024.12 | 61.9 | 73.16 | 72.73 | 69.26 | |
| SoMAVenue=CVPR2025, Backbone=DINOv2-L, Training Source=GTAV + Synthia2026.03 | 61.9 | 73.16 | 72.73 | 69.26 | |
| RecycleLoRABackbone=DINOv2-L, Training Source=GTAV + Synthia2026.03 | 61.87 | 73.71 | 72.68 | 69.42 | |
| Rein†Backbone=DINOv2-L, Params.=3.0M2024.12 | 61.53 | 72.17 | 70.69 | 68.13 | |
| ReinVenue=CVPR2024, Backbone=DINOv2-L, Training Source=GTAV + Synthia, reimplemented=true2026.03 | 61.53 | 72.17 | 70.69 | 68.13 | |
| ReinBackbone=EVA022023.12 | 60.7 | 63.5 | 63.9 | 62.7 | |
| ReinBackbone=DINOv22023.12 | 60.5 | 68.1 | 67.1 | 65.2 | |
| DINOv2Backbone=DINOv2, State=Frozen, Publication=arXiV 232023.12 | 60.2 | 64.8 | 65.2 | 63.4 | |
| EVA02Backbone=EVA02, State=Frozen, Publication=arXiV 232023.12 | 55.1 | 55.8 | 59.1 | 56.7 | |
| FAMixBackbone=ResNet-50, Extra-data=false2023.11 | 45.51 | 49.41 | 51.61 | 48.84 | |
| SPCPublication=CVPR 232023.12 | 43.2 | 46.4 | 48.2 | 45.9 | |
| SPC-NetBackbone=ResNet-50, Extra-data=false2023.11 | 43.18 | 46.36 | 48.23 | 45.92 | |
| TLDRBackbone=ResNet-50, Extra-data=true2023.11 | 42.58 | 48.83 | 47.8 | 46.4 | |
| MRFP+Backbone=ResNet-50, Training Data=G+S2023.11 | 41.13 | 46.18 | 45.28 | 44.24 | |
| MRFPBackbone=ResNet-50, Training Data=G+S2023.11 | 40.35 | 44.54 | 45.78 | 42.55 | |
| SHADEBackbone=ResNet-50, Extra-data=false2023.11 | 40.3 | 47.43 | 47.6 | 45.11 | |
| WildNetPublication=CVPR 222023.12 | 39.9 | 43.7 | 43.3 | 42.3 | |
| PintheMemPublication=CVPR 222023.12 | 38.1 | 44.5 | 42.7 | 41.8 | |
| Pin the memoryBackbone=ResNet-50, Extra-data=false2023.11 | 38.07 | 44.51 | 42.7 | 41.76 | |
| SAN-SAWPublication=CVPR 222023.12 | 37.7 | 42.1 | 42.9 | 40.9 | |
| ISWBackbone=ResNet-50, Training Data=G+S2023.11 | 35.99 | 37.24 | 38.97 | 37.4 | |
| RobustNetPublication=CVPR 212023.12 | 34.1 | 37.7 | 38.5 | 36.8 | |
| RobustNetBackbone=ResNet-50, Extra-data=false2023.11 | 34.09 | 37.69 | 38.49 | 36.76 | |
| DIGAPublication=CVPR 232023.12 | 33.9 | 46.4 | 43.5 | 41.3 | |
| BaselineBackbone=ResNet-50, Training Data=G+S2023.11 | 30.11 | 38.63 | 35.9 | 34.88 |