Semantic Segmentation on Pascal-VOC Disjoint 15-1 2012
13.67mIoU (16-20)PLOP
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PLOPSetting=Disjoint2020.11 | 13.67 | 57.86 | 46.48 | 62.67 | — | |
| MiBSetting=Disjoint2020.11 | 12.9 | 46.2 | 37.9 | — | — | |
| LwF-MC+Setting=Disjoint2020.11 | 7 | 4.5 | 5.2 | — | — | |
| ILTSetting=Disjoint2020.11 | 5.7 | 3.7 | 4.2 | — | — | |
| RW+Setting=Disjoint2020.11 | 5.4 | 0.2 | 1.5 | — | — | |
| EWC+Setting=Disjoint2020.11 | 4.3 | 0.3 | 1.3 | — | — | |
| LwFSetting=Disjoint2020.11 | 3.6 | 0.8 | 1.5 | — | — | |
| Fine TuningSetting=Disjoint2020.11 | 1.8 | 0.2 | 0.6 | — | — | |
| PISetting=Disjoint2020.11 | 1.8 | 0 | 0.4 | — | — | |
| JointBackbone Type=Transformer2024.07 | 0.807 | — | 0.838 | — | 0.848 | |
| JointBackbone Type=CNN2024.07 | 0.726 | — | 0.774 | — | 0.791 | |
| MBS (Ours)Backbone Type=Transformer2024.07 | 0.647 | — | 0.781 | — | 0.815 | |
| INC+Backbone Type=Transformer2024.07 | 0.571 | — | 0.762 | — | 0.814 | |
| RECALLBackbone Type=CNN2024.07 | 0.449 | — | 0.621 | — | 0.66 | |
| RBC+Backbone Type=Transformer2024.07 | 0.284 | — | 0.605 | — | 0.69 | |
| MiB+Backbone Type=Transformer2024.07 | 0.263 | — | 0.583 | — | 0.667 | |
| RBC+Backbone Type=CNN2024.07 | 0.195 | — | 0.516 | — | 0.617 | |
| RCILBackbone Type=CNN2024.07 | 0.182 | — | 0.547 | — | 0.661 | |
| SPPABackbone Type=CNN2024.07 | 0.156 | — | 0.491 | — | 0.596 | |
| PLOP+Backbone Type=CNN2024.07 | 0.137 | — | 0.465 | — | 0.579 | |
| MiB+Backbone Type=CNN2024.07 | 0.129 | — | 0.379 | — | 0.462 | |
| SDR+Backbone Type=CNN2024.07 | 0.129 | — | 0.481 | — | 0.592 | |
| ILT+Backbone Type=CNN2024.07 | 0.057 | — | 0.042 | — | 0.037 | |
| EWC+Backbone Type=CNN2024.07 | 0.043 | — | 0.013 | — | 0.003 |