Semantic Segmentation on Pascal VOC 2012 (15-5 setting, val)
82.7mIoU (All)Joint
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| JointBackbone=Swin-B2025.03 | 82.7 | — | — | 83.8 | 79.3 | |
| EIRBackbone=Swin-B2025.03 | 79.9 | — | — | 83.4 | 68.6 | |
| Joint TrainingNetwork=SegFormer B22022.03 | 79.44 | — | — | 80.84 | 74.97 | |
| Upper BoundNetwork=Transformer2023.11 | 79.44 | — | — | 80.84 | 74.97 | |
| SATS-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 78.72 | — | — | 81.44 | 70.02 | |
| CoinSegBackbone=Swin-B2025.03 | 77.6 | — | — | 82.1 | 63.2 | |
| Joint TrainingNetwork=DeepLab V32022.03 | 77.43 | — | — | 79.77 | 72.35 | |
| Upper BoundNetwork=DeepLab-V32023.11 | 77.43 | — | — | 79.77 | 72.35 | |
| JointBackbone=DeepLabv3 (CNN)2024.07 | 77.4 | — | — | 79.1 | 72.6 | |
| JointBackbone=ResNet1012025.03 | 77.4 | — | — | 77.8 | 72.4 | |
| SATSNetwork=SegFormer B22022.03 | 75.7 | — | — | 80.24 | 61.17 | |
| FALCONNetwork=Transformer2023.11 | 75.69 | — | — | 81.2 | 58.04 | |
| PLOP-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 75.44 | — | — | 78.53 | 65.58 | |
| offlineprotocol=sequential2021.03 | 75.4 | 75.5 | 73.5 | — | — | |
| offlineprotocol=disjoint2021.03 | 75.4 | 75.5 | 73.5 | — | — | |
| offlineprotocol=overlapped2021.03 | 75.4 | 75.5 | 73.5 | — | — | |
| MiB-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 75.2 | — | — | 79.91 | 63.56 | |
| MicroSeg-MBackbone=ResNet1012025.03 | 75.2 | — | — | 81.5 | 55 | |
| MicroSegBackbone=Swin-B2025.03 | 75.2 | — | — | 81.9 | 54 | |
| MiBNetwork=SegFormer B22022.03 | 74.53 | — | — | 78.78 | 60.93 | |
| SSULNetwork=SegFormer B22022.03 | 74.41 | — | — | 79.91 | 56.83 | |
| SSULNetwork=Transformer2023.11 | 74.41 | — | — | 79.91 | 56.83 | |
| EIRBackbone=ResNet1012025.03 | 74.2 | — | — | 79.1 | 58.4 | |
| SSUL-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 74.12 | — | — | 79.84 | 55.82 | |
| SSULBackbone=Swin-B2025.03 | 73.9 | — | — | 79.7 | 55.3 | |
| FALCONNetwork=DeepLab-V32023.11 | 73.5 | — | — | 79.35 | 54.77 | |
| MBSBackbone=DeepLabv3 (CNN)2024.07 | 73.3 | — | — | 78.8 | 54.3 | |
| TIKPBackbone=ResNet1012025.03 | 73.3 | — | — | 78.8 | 55.5 | |
| SSUL-MNetwork=DeepLab V3, Memory of limited old data=true2022.03 | 73.19 | — | — | 79.53 | 52.87 | |
| SSUL-MBackbone=ResNet1012025.03 | 72.6 | — | — | 77.9 | 55.6 | |
| RCILBackbone=DeepLabv3 (CNN)2024.07 | 72.4 | — | — | 78.8 | 52.2 | |
| RCILBackbone=ResNet1012025.03 | 72.4 | — | — | 78.8 | 52 | |
| SPPABackbone=DeepLabv3 (CNN)2024.07 | 72.1 | — | — | 78.1 | 52.9 | |
| SSULNetwork=DeepLab-V32023.11 | 71.22 | — | — | 77.82 | 50.1 | |
| ST-CILNetwork=DeepLab V32022.03 | 71.1 | — | — | 76.7 | 54.3 | |
| RBCBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 70.9 | — | — | 76.6 | 52.8 | |
| SSULNetwork=DeepLab V32022.03 | 70.21 | — | — | 77.42 | 47.16 | |
| SDR + MiBprotocol=overlapped2021.03 | 70.1 | 76.3 | 50.2 | — | — | |
| MiBBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 70.1 | — | — | 76.4 | 50 | |
| PLOPBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 70.1 | — | — | 75.7 | 51.7 | |
| REMINDBackbone=DeepLabv3 (CNN)2024.07 | 70.1 | — | — | 76.1 | 50.7 | |
| MiBBackbone=ResNet1012025.03 | 70.1 | — | — | 76.4 | 50 | |
| PLOPBackbone=ResNet1012025.03 | 70.1 | — | — | 75.7 | 51.7 | |
| PLOPNetwork=DeepLab-V32023.11 | 70.09 | — | — | 75.73 | 51.71 | |
| MiBNetwork=DeepLab-V32023.11 | 70.08 | — | — | 76.37 | 49.97 | |
| SDRprotocol=overlapped2021.03 | 69.9 | 75.4 | 52.6 | — | — | |
| SDRNetwork=DeepLab V3+2022.03 | 69.9 | — | — | 75.4 | 52.6 | |
| SDRBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 69.9 | — | — | 75.4 | 52.6 | |
| PLOPNetwork=DeepLab V32022.03 | 69.34 | — | — | 75.49 | 49.66 | |
| MiB+protocol=overlapped2021.03 | 69 | 75.5 | 49.4 | — | — | |
| MiBNetwork=DeepLab V32022.03 | 69 | — | — | 75.5 | 49.4 | |
| SDR + MiBprotocol=sequential2021.03 | 67.3 | 74.6 | 43.8 | — | — | |
| SDR + MiBprotocol=disjoint2021.03 | 67.3 | 74.6 | 44.1 | — | — | |
| SDRprotocol=sequential2021.03 | 67.2 | 73.6 | 46.7 | — | — | |
| SDRprotocol=disjoint2021.03 | 67.2 | 73.5 | 47.3 | — | — | |
| PLOPNetwork=SegFormer B22022.03 | 66.76 | — | — | 72.51 | 48.37 | |
| PLOPNetwork=Transformer2023.11 | 66.76 | — | — | 72.51 | 48.37 | |
| MiBprotocol=overlapped2021.03 | 66.3 | 73.1 | 44.5 | — | — | |
| MiBprotocol=sequential2021.03 | 66.1 | 73 | 44.4 | — | — | |
| ILTprotocol=sequential2021.03 | 65.7 | 71.3 | 47.8 | — | — | |
| MiB+protocol=disjoint2021.03 | 64.7 | 71.8 | 43.3 | — | — | |
| RECALLNetwork=DeepLab V22022.03 | 64 | — | — | 66.6 | 50.9 | |
| ILTprotocol=overlapped2021.03 | 63.6 | 69 | 46.4 | — | — | |
| LwFprotocol=sequential2021.03 | 62.1 | 68 | 43 | — | — | |
| LwFprotocol=overlapped2021.03 | 61 | 67 | 41.8 | — | — | |
| ILTBackbone=ResNet1012025.03 | 60.5 | — | — | 67.1 | 39.2 | |
| ILTNetwork=DeepLab V32022.03 | 60.45 | — | — | 67.08 | 39.23 | |
| LwF-MCprotocol=sequential2021.03 | 58.4 | 70.6 | 19.5 | — | — | |
| CILprotocol=sequential2021.03 | 58.1 | 63.8 | 39.8 | — | — | |
| FTprotocol=sequential2021.03 | 56.3 | 62 | 38.1 | — | — | |
| LwF-MCNetwork=DeepLab V32022.03 | 52.3 | — | — | 58.1 | 35 | |
| LwF-MCprotocol=overlapped2021.03 | 51 | 59.8 | 22.6 | — | — | |
| ILT-MNetwork=SegFormer B2, Memory of limited old data=true2022.03 | 50.72 | — | — | 49.85 | 53.49 | |
| ILTNetwork=SegFormer B22022.03 | 50.24 | — | — | 49.07 | 53.97 | |
| MiBprotocol=disjoint2021.03 | 44.3 | 47.5 | 34.1 | — | — | |
| CILprotocol=disjoint2021.03 | 40.8 | 42.6 | 35 | — | — | |
| LwFprotocol=disjoint2021.03 | 38.2 | 39.7 | 33.3 | — | — | |
| LwF-MCprotocol=disjoint2021.03 | 37.6 | 41.5 | 25.4 | — | — | |
| ILTprotocol=disjoint2021.03 | 30 | 31.5 | 25.1 | — | — | |
| CILprotocol=overlapped2021.03 | 20.2 | 14.9 | 37.3 | — | — | |
| FTprotocol=overlapped2021.03 | 18.3 | 12.5 | 36.9 | — | — | |
| FTprotocol=disjoint2021.03 | 14.4 | 8.4 | 33.5 | — | — |