Continual Semantic Segmentation on Pascal-VOC 15-5 scenario 2012
78.8mIoU (Classes 0-15)RCIL (Ours)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RCIL (Ours)Evaluation Step=Last step2022.03 | 78.8 | 52 | 72.4 | — | |
| JointEvaluation Step=Last step2022.03 | 78.2 | 78 | 78.2 | — | |
| JointEvaluation Step=Last step2022.03 | 78.2 | 78 | 78.2 | — | |
| MiBEvaluation Step=Last step2022.03 | 76.4 | 49.4 | 70 | — | |
| MiBBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 76.37 | 49.97 | 70.08 | 75.12 | |
| SDRBackbone=ResNet-101, Architecture=DeepLab-V3+, Implementation status=Excerpted from [76]2021.06 | 76.3 | 50.2 | 70.1 | — | |
| SDREvaluation Step=Last step2022.03 | 76.3 | 50.2 | 70.1 | — | |
| PLOPLongBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 75.95 | 48.31 | 69.37 | 73.58 | |
| PLOPBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 75.73 | 51.71 | 70.09 | 75.19 | |
| PLOPEvaluation Step=Last step2022.03 | 75.7 | 51.7 | 70.1 | — | |
| MiBBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 75.5 | 49.4 | 69 | — | |
| RCIL (Ours)Evaluation Step=Last step2022.03 | 75 | 42.8 | 67.3 | — | |
| SDREvaluation Step=Last step2022.03 | 74.6 | 44.1 | 67.3 | — | |
| MiBEvaluation Step=Last step2022.03 | 73 | 43.3 | 65.9 | — | |
| PLOPEvaluation Step=Last step2022.03 | 71 | 42.8 | 64.3 | — | |
| ILTEvaluation Step=Last step2022.03 | 67.8 | 40.6 | 61.3 | — | |
| ILTBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 67.08 | 39.23 | 60.45 | 70.37 | |
| ILTBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 66.3 | 40.6 | 59.9 | — | |
| ILTEvaluation Step=Last step2022.03 | 64.9 | 39.5 | 58.9 | — | |
| LwFEvaluation Step=Last step2022.03 | 60.8 | 36.6 | 55 | — | |
| LwFEvaluation Step=Last step2022.03 | 60.4 | 37.4 | 54.9 | — | |
| LwFBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 58.9 | 36.6 | 53.3 | — | |
| LwF-MCBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 58.1 | 35 | 52.3 | — | |
| EWCBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 24.3 | 35.5 | 27.1 | — | |
| GIFSBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 23.61 | 16.43 | 21.9 | 50.97 | |
| RWBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 16.6 | 34.9 | 21.2 | — | |
| Fine-tuningEvaluation Step=Last step2022.03 | 6.6 | 33.1 | 12.9 | — | |
| Fine-tuningEvaluation Step=Last step2022.03 | 5.7 | 33.6 | 12.3 | — | |
| Fine TuningBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 2.1 | 33.1 | 9.8 | — | |
| PIBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 1.6 | 33.3 | 9.5 | — |