Semantic Segmentation on Pascal VOC 5-3 protocol 2012 (val)
82.6mIoU (Classes 0-5)Joint
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| JointBackbone=Swin-B2025.03 | 82.6 | 84.4 | 82.7 | |
| Joint TrainingNetwork=SegFormer B22022.03 | 78.36 | 79.87 | 79.44 | |
| Joint TrainingNetwork=DeepLab V32022.03 | 76.91 | 77.63 | 77.43 | |
| JointBackbone=ResNet1012025.03 | 76.9 | 77.6 | 77.4 | |
| SSUL-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 76.04 | 61.95 | 65.98 | |
| SATS-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 75.58 | 69.67 | 71.36 | |
| SATSNetwork=SegFormer B22022.03 | 75.43 | 64.13 | 67.36 | |
| EIRBackbone=ResNet1012025.03 | 74.6 | 63.1 | 66.4 | |
| EIRBackbone=Swin-B2025.03 | 74.5 | 73 | 73.4 | |
| SSULNetwork=SegFormer B22022.03 | 74.33 | 60.79 | 64.66 | |
| MicroSeg-MBackbone=ResNet1012025.03 | 73.5 | 60.3 | 64.1 | |
| SSUL-MNetwork=DeepLab V3, Memory of limited old data=true2022.03 | 72.91 | 49.02 | 55.85 | |
| SSUL-MBackbone=ResNet1012025.03 | 71.5 | 51.5 | 57.2 | |
| SSULNetwork=DeepLab V32022.03 | 71.17 | 45.38 | 52.75 | |
| MiB-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 70.11 | 65.17 | 66.58 | |
| EWFBackbone=ResNet1012025.03 | 69 | 45 | 51.8 | |
| PLOP-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 67.29 | 62.91 | 64.16 | |
| MiBNetwork=SegFormer B22022.03 | 61.12 | 58.02 | 58.56 | |
| MiBNetwork=DeepLab V32022.03 | 57.1 | 42.5 | 46.7 | |
| MiBBackbone=ResNet1012025.03 | 57.1 | 42.6 | 46.7 | |
| RCILBackbone=ResNet1012025.03 | 55.4 | 15.1 | 34.3 | |
| PLOPNetwork=SegFormer B22022.03 | 35.65 | 32.71 | 33.54 | |
| ILTNetwork=DeepLab V32022.03 | 22.51 | 31.66 | 29.04 | |
| ILTBackbone=ResNet1012025.03 | 22.5 | 31.7 | 29 | |
| LwF-MCNetwork=DeepLab V32022.03 | 20.91 | 36.67 | 24.66 | |
| PLOPBackbone=ResNet1012025.03 | 17.5 | 19.2 | 18.7 | |
| PLOPNetwork=DeepLab V32022.03 | 17.48 | 19.16 | 18.68 | |
| ILTNetwork=SegFormer B22022.03 | 13.2 | 15.43 | 14.79 | |
| ILT-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 12.91 | 15.43 | 14.71 |