Continual Semantic Segmentation on Pascal-VOC 15-1 scenario 2012
72mIoU (classes 0-15)PLOPLong
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PLOPLongBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 72 | 26.66 | 61.2 | 70.02 | |
| PLOPBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 65.12 | 21.11 | 54.64 | 67.21 | |
| GIFSBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 59.36 | 13.89 | 48.53 | 61.43 | |
| SDRBackbone=ResNet-101, Architecture=DeepLab-V3+, Implementation status=Excerpted from [76]2021.06 | 47.3 | 14.7 | 39.5 | — | |
| MiBBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 35.1 | 13.5 | 29.7 | — | |
| MiBBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 34.22 | 13.5 | 29.29 | 54.19 | |
| ILTBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Re-implemented2021.06 | 8.75 | 7.99 | 8.56 | 40.16 | |
| LwF-MCBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 6.4 | 8.4 | 6.9 | — | |
| ILTBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 4.9 | 7.8 | 5.7 | — | |
| LwFBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 1 | 3.9 | 1.8 | — | |
| Jointtraining_mode=offline2022.11 | 0.827 | 0.75 | 0.809 | — | |
| MicroSeg-Mmemory_sampling=true2022.11 | 0.813 | 0.525 | 0.744 | — | |
| MicroSegmemory_sampling=false2022.11 | 0.801 | 0.368 | 0.698 | — | |
| JointEvaluation Step=Last step2022.03 | 0.798 | 0.726 | 0.782 | — | |
| SSUL-Mmemory_sampling=true2022.11 | 0.784 | 0.49 | 0.714 | — | |
| SSULmemory_sampling=false2022.11 | 0.773 | 0.366 | 0.676 | — | |
| RCIL (Ours)Evaluation Step=Last step2022.03 | 0.706 | 0.237 | 0.594 | — | |
| PLOPEvaluation Step=Last step2022.03 | 0.651 | 0.211 | 0.546 | — | |
| PLOPmemory_sampling=false2022.11 | 0.651 | 0.211 | 0.546 | — | |
| SDREvaluation Step=Last step2022.03 | 0.473 | 0.147 | 0.395 | — | |
| SDRmemory_sampling=false2022.11 | 0.447 | 0.218 | 0.392 | — | |
| MiBEvaluation Step=Last step2022.03 | 0.38 | 0.135 | 0.322 | — | |
| MiBmemory_sampling=false2022.11 | 0.342 | 0.135 | 0.293 | — | |
| PIBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 0.3 | 1.8 | 0.5 | — | |
| EWCBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 0.3 | 4.3 | 1.3 | — | |
| Fine TuningBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 0.2 | 1.8 | 0.6 | — | |
| ILTEvaluation Step=Last step2022.03 | 0.096 | 0.078 | 0.092 | — | |
| LwFEvaluation Step=Last step2022.03 | 0.06 | 0.039 | 0.055 | — | |
| LwF-MCmemory_sampling=false2022.11 | 0.051 | 0.088 | 0.054 | — | |
| ILTmemory_sampling=false2022.11 | 0.05 | 0.08 | 0.053 | — | |
| Fine-tuningEvaluation Step=Last step2022.03 | 0.046 | 0.018 | 0.039 | — | |
| RWBackbone=ResNet-101, Architecture=DeepLab-V3, Implementation status=Excerpted from [15]2021.06 | 0 | 5.2 | 1.3 | — |