Semantic Segmentation on Pascal VOC 15-1 setting 2012 (val)
82.7mIoU (all)Joint
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| JointBackbone=Swin-B2025.03 | 82.7 | — | — | 83.8 | 79.3 | |
| EIRBackbone=Swin-B2025.03 | 79.6 | — | — | 83.6 | 66.9 | |
| Joint TrainingNetwork=SegFormer B2, Memory of old data=Full2022.03 | 79.44 | — | — | 80.84 | 74.97 | |
| Upper BoundNetwork=Transformer2023.11 | 79.44 | — | — | 80.84 | 74.97 | |
| Joint TrainingNetwork=DeepLab V3, Memory of old data=Full2022.03 | 77.43 | — | — | 79.77 | 72.35 | |
| Upper BoundNetwork=DeepLab-V32023.11 | 77.43 | — | — | 79.77 | 72.35 | |
| Jointsetting=upper bound2022.10 | 77.4 | — | — | 79.8 | 72.4 | |
| JointBackbone=ResNet1012025.03 | 77.4 | — | — | 79.8 | 72.4 | |
| SATS-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 76.61 | — | — | 80.37 | 64.54 | |
| CoinSegBackbone=Swin-B2025.03 | 75.5 | — | — | 82.7 | 52.5 | |
| offlineprotocol=sequential2021.03 | 75.4 | 77.5 | 68.5 | — | — | |
| offlineprotocol=disjoint2021.03 | 75.4 | 77.5 | 68.5 | — | — | |
| offlineprotocol=overlapped2021.03 | 75.4 | 77.5 | 68.5 | — | — | |
| SATSNetwork=SegFormer B22022.03 | 74.48 | — | — | 78.38 | 62.02 | |
| EIRBackbone=ResNet1012025.03 | 73 | — | — | 79.4 | 52.6 | |
| SSUL-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 72.58 | — | — | 79.84 | 49.33 | |
| MicroSeg-MBackbone=ResNet1012025.03 | 71.3 | — | — | 80.4 | 42.2 | |
| FALCONNetwork=Transformer2023.11 | 71.28 | — | — | 78.71 | 47.54 | |
| MicroSegBackbone=Swin-B2025.03 | 71 | — | — | 80.5 | 40.8 | |
| MiB-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 70.72 | — | — | 73.89 | 58.39 | |
| SSUL-MNetwork=DeepLab V3, Memory of limited old data=true2022.03 | 70.58 | — | — | 78.92 | 43.86 | |
| SSULNetwork=SegFormer B22022.03 | 70.54 | — | — | 79.91 | 40.56 | |
| SSULNetwork=Transformer2023.11 | 70.54 | — | — | 79.91 | 40.56 | |
| FALCONNetwork=DeepLab-V32023.11 | 69.83 | — | — | 78.34 | 42.57 | |
| SSULNetwork=DeepLab-V32023.11 | 67.61 | — | — | 77.31 | 36.59 | |
| SSUL2022.10 | 67.6 | — | — | 77.3 | 36.6 | |
| SSUL+AWT2022.10 | 67.6 | — | — | 77 | 37.6 | |
| SSULBackbone=Swin-B2025.03 | 67.5 | — | — | 78.1 | 33.4 | |
| SSUL-MBackbone=ResNet1012025.03 | 67.3 | — | — | 76.6 | 37.4 | |
| EWFBackbone=ResNet1012025.03 | 67 | — | — | 77.7 | 32.7 | |
| PLOP-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 66.7 | — | — | 71.11 | 52.61 | |
| TIKPBackbone=ResNet1012025.03 | 66.3 | — | — | 73.8 | 42.3 | |
| SSULNetwork=DeepLab V32022.03 | 66.27 | — | — | 78.06 | 28.54 | |
| MiBNetwork=SegFormer B22022.03 | 64.81 | — | — | 73.21 | 37.93 | |
| ST-CILNetwork=DeepLab V32022.03 | 63.6 | — | — | 71.4 | 40 | |
| FairCLNetwork=Transformer2023.11 | 61.5 | — | — | 73.5 | 22.8 | |
| FairCLNetwork=DeepLab-V32023.11 | 60.3 | — | — | 72 | 22.7 | |
| RCILsource=excerpted from [54]2022.10 | 59.4 | — | — | 70.6 | 23.7 | |
| RCILNetwork=DeepLab-V32023.11 | 59.4 | — | — | 70.6 | 23.7 | |
| RCILBackbone=ResNet1012025.03 | 59.4 | — | — | 70.6 | 27.4 | |
| PLOPNetwork=SegFormer B22022.03 | 58.08 | — | — | 64.59 | 37.23 | |
| PLOPNetwork=Transformer2023.11 | 58.08 | — | — | 64.59 | 37.23 | |
| PLOPNetwork=DeepLab V32022.03 | 56.4 | — | — | 66.25 | 24.86 | |
| PLOP2022.10 | 54.6 | — | — | 65.1 | 21.1 | |
| PLOPNetwork=DeepLab-V32023.11 | 54.6 | — | — | 65.1 | 21.1 | |
| PLOPBackbone=ResNet1012025.03 | 54.6 | — | — | 65.1 | 21.1 | |
| RECALLNetwork=DeepLab V22022.03 | 52.7 | — | — | 65.7 | 47.8 | |
| MiB+AWT2022.10 | 49.1 | — | — | 59.1 | 17.2 | |
| SDR + MiBprotocol=disjoint2021.03 | 48.7 | 59.4 | 14.3 | — | — | |
| ILTprotocol=sequential2021.03 | 48.3 | 49.2 | 30.3 | — | — | |
| SDRprotocol=disjoint2021.03 | 48.1 | 59.2 | 12.9 | — | — | |
| SDR + MiBprotocol=sequential2021.03 | 47.1 | 58.1 | 11.8 | — | — | |
| SDRprotocol=sequential2021.03 | 47 | 58.5 | 10.1 | — | — | |
| CILprotocol=sequential2021.03 | 45.2 | 52.4 | 22.3 | — | — | |
| MiB+UCD2022.10 | 42.2 | — | — | 51.9 | 13.1 | |
| FTprotocol=sequential2021.03 | 41.6 | 49 | 17.8 | — | — | |
| MiBimplementation=re-implementation2022.10 | 40.4 | — | — | 48.1 | 15.8 | |
| SDR + MiBprotocol=overlapped2021.03 | 39.5 | 47.3 | 14.7 | — | — | |
| SDRsource=excerpted from [54]2022.10 | 39.5 | — | — | 47.3 | 14.7 | |
| SDRprotocol=overlapped2021.03 | 39.2 | 44.7 | 21.8 | — | — | |
| SDRNetwork=DeepLab V3+2022.03 | 39.2 | — | — | 34.7 | 21.8 | |
| MiB+protocol=disjoint2021.03 | 37.9 | 46.2 | 12.9 | — | — | |
| MiBprotocol=overlapped2021.03 | 36.7 | 44.5 | 11.7 | — | — | |
| MiBprotocol=disjoint2021.03 | 33.3 | 39 | 15 | — | — | |
| MiBNetwork=DeepLab-V32023.11 | 32.2 | — | — | 38 | 13.5 | |
| MiBprotocol=sequential2021.03 | 29.8 | 35.7 | 11 | — | — | |
| MiB+protocol=overlapped2021.03 | 29.7 | 35.1 | 13.5 | — | — | |
| MiB2022.10 | 29.7 | — | — | 35.1 | 13.5 | |
| MiBNetwork=DeepLab V32022.03 | 29.7 | — | — | 35.1 | 13.5 | |
| MiBBackbone=ResNet1012025.03 | 29.3 | — | — | 34.2 | 13.5 | |
| CILprotocol=disjoint2021.03 | 29.1 | 33.3 | 15.9 | — | — | |
| LwFprotocol=sequential2021.03 | 29 | 33.7 | 13.7 | — | — | |
| LwFprotocol=disjoint2021.03 | 23.6 | 26.2 | 15.1 | — | — | |
| LwFprotocol=overlapped2021.03 | 21.9 | 24 | 15 | — | — | |
| ILTNetwork=SegFormer B22022.03 | 16.18 | — | — | 17.44 | 12.13 | |
| ILT-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 14.16 | — | — | 15.15 | 11.01 | |
| LwF-MCprotocol=sequential2021.03 | 9.7 | 12.1 | 1.9 | — | — | |
| ILTsource=excerpted from [54]2022.10 | 9.2 | — | — | 9.6 | 7.8 | |
| ILTBackbone=ResNet1012025.03 | 8.6 | — | — | 8.8 | 8 | |
| ILTNetwork=DeepLab V32022.03 | 8.56 | — | — | 8.75 | 7.99 | |
| LwF-MCNetwork=DeepLab V32022.03 | 6.9 | — | — | 6.4 | 8.9 | |
| CILprotocol=overlapped2021.03 | 5.9 | 6.3 | 4.5 | — | — | |
| LwF-MCprotocol=overlapped2021.03 | 5.8 | 6.9 | 2.3 | — | — | |
| LwF-MCprotocol=disjoint2021.03 | 5.7 | 6.9 | 2.1 | — | — | |
| FTprotocol=disjoint2021.03 | 5.6 | 5.8 | 4.9 | — | — | |
| ILTprotocol=disjoint2021.03 | 5.4 | 6.7 | 1.2 | — | — | |
| ILTprotocol=overlapped2021.03 | 4.6 | 5.7 | 1 | — | — | |
| FTprotocol=overlapped2021.03 | 4.5 | 4.9 | 3.2 | — | — |