Continual Semantic Segmentation on Pascal-VOC 19-1 2012
77.58mIoU (0-19 Classes)SSUL-M
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SSUL-MSetup=disjoint2021.06 | 77.58 | 43.89 | 75.98 | — | |
| Joint2021.06 | 77.51 | 77.04 | 77.43 | — | |
| SSULSetup=disjoint2021.06 | 77.38 | 22.43 | 74.76 | — | |
| PLOPArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped2020.11 | 75.35 | 37.35 | 73.54 | 75.47 | |
| PLOPBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 75.35 | 37.35 | 73.54 | 75.47 | |
| PLOPLongBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 74.75 | 39.68 | 73.08 | 74.32 | |
| MiBArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=re-implementation2020.11 | 71.43 | 23.59 | 69.15 | 73.28 | |
| MiBBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 71.43 | 23.59 | 69.15 | 73.28 | |
| SDRBackbone=ResNet-101, Architecture=DeepLab-V3+, Implementation status=Excerpted from [76]2021.06 | 71.3 | 23.4 | 69 | — | |
| MiBArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=excerpted from [8]2020.11 | 70.2 | 22.1 | 67.8 | — | |
| MiBBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 70.2 | 22.1 | 67.8 | — | |
| ILTSetup=disjoint2021.06 | 69.1 | 16.4 | 66.4 | — | |
| ILTArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=re-implementation2020.11 | 67.75 | 10.88 | 65.05 | 71.23 | |
| ILTBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 67.75 | 10.88 | 65.05 | 71.23 | |
| ILTArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=excerpted from [8]2020.11 | 67.1 | 12.3 | 64.4 | — | |
| ILTBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 67.1 | 12.3 | 64.4 | — | |
| LwF-MCArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=re-implementation2020.11 | 64.4 | 13.3 | 61.9 | — | |
| LwF-MCBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 64.4 | 13.3 | 61.9 | — | |
| LwF-MCSetup=disjoint2021.06 | 63 | 13.2 | 60.5 | — | |
| GIFSBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 57.88 | 32.82 | 56.69 | 67.05 | |
| LwFBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 51.2 | 8.5 | 49.1 | — | |
| EWCArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=re-implementation2020.11 | 26.9 | 14 | 26.3 | — | |
| EWCBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 26.9 | 14 | 26.3 | — | |
| RWBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 23.3 | 14.2 | 22.9 | — | |
| EWCSetup=disjoint2021.06 | 23.2 | 16 | 22.9 | — | |
| PIBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 7.5 | 14 | 7.8 | — | |
| Fine TuningBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 6.8 | 12.9 | 7.1 | — |