Incremental Semantic Segmentation on Pascal-VOC 2012 (val)
7,740mIoU (Overall)Joint
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| JointSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 7,740 | — | — | 7,910 | 72.6 | |
| JointSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 7,740 | — | — | 7,910 | 72.6 | |
| MiBSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 3,790 | — | — | 4,620 | 12.9 | |
| MiBSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 2,970 | — | — | 3,510 | 13.5 | |
| LwF-MCSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 690 | — | — | 640 | 8.4 | |
| ILTSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 570 | — | — | 490 | 7.8 | |
| LwF-MCSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 520 | — | — | 450 | 7 | |
| ILTSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 420 | — | — | 370 | 5.7 | |
| LwFSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 180 | — | — | 100 | 3.9 | |
| RWSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 150 | — | — | 20 | 5.4 | |
| LwFSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 150 | — | — | 80 | 3.6 | |
| EWCSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 130 | — | — | 30 | 4.3 | |
| EWCSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 130 | — | — | 30 | 4.3 | |
| RWSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 130 | — | — | 0 | 5.2 | |
| JointSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 77.4 | 77.4 | 78 | — | — | |
| JointSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 77.4 | 77.4 | 78 | — | — | |
| MiBSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 67.8 | 70.2 | 22.1 | — | — | |
| MiBSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 67.4 | 69.6 | 25.6 | — | — | |
| ILTSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 66.4 | 69.1 | 16.4 | — | — | |
| ILTSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 64.4 | 67.1 | 12.3 | — | — | |
| LwF-MCSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 61.9 | 64.4 | 13.3 | — | — | |
| LwF-MCSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 60.5 | 63 | 13.2 | — | — | |
| FTSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 60 | — | — | 20 | 1.8 | |
| FTSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 60 | — | — | 20 | 1.8 | |
| LwFSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 50.8 | 53 | 9.1 | — | — | |
| PISetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 50 | — | — | 0 | 1.8 | |
| LwFSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 49.1 | 51.2 | 8.5 | — | — | |
| PISetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 40 | — | — | 0 | 1.8 | |
| EWCSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 26.3 | 26.9 | 14 | — | — | |
| EWCSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 22.9 | 23.2 | 16 | — | — | |
| RWSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 22.9 | 23.3 | 14.2 | — | — | |
| RWSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 19.2 | 19.4 | 15.7 | — | — | |
| PISetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 7.8 | 7.5 | 14 | — | — | |
| FTSetup=Overlapped, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 7.1 | 6.8 | 12.9 | — | — | |
| FTSetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 6.2 | 5.8 | 12.3 | — | — | |
| PISetup=Disjoint, Backbone=ResNet-101, Architecture=DeepLab-v32020.02 | 5.9 | 5.4 | 14.1 | — | — |