Semantic Segmentation on Pascal VOC overlapped setting (15-1 (6 steps))
8,480mIoU (Classes 1-15)Joint
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| JointBackbone Type=Transformer2024.07 | 8,480 | 8,070 | 8,380 | |
| MBS (Ours)Backbone Type=Transformer2024.07 | 8,260 | 7,220 | 8,060 | |
| INC+Backbone Type=Transformer2024.07 | 7,960 | 5,960 | 7,560 | |
| JointBackbone Type=CNN2024.07 | 7,910 | 7,260 | 7,740 | |
| RBC+Backbone Type=Transformer2024.07 | 7,590 | 4,020 | 6,820 | |
| MiB+Backbone Type=Transformer2024.07 | 7,260 | 2,310 | 6,170 | |
| RCILBackbone Type=CNN2024.07 | 7,060 | 2,370 | 5,940 | |
| RBC+Backbone Type=CNN2024.07 | 6,950 | 3,840 | 6,210 | |
| REMINDBackbone Type=CNN2024.07 | 6,830 | 2,720 | 5,850 | |
| SPPABackbone Type=CNN2024.07 | 6,620 | 2,330 | 5,600 | |
| RECALLBackbone Type=CNN2024.07 | 6,570 | 4,780 | 6,270 | |
| PLOP+Backbone Type=CNN2024.07 | 6,510 | 2,110 | 5,460 | |
| SDR+Backbone Type=CNN2024.07 | 4,470 | 2,180 | 3,920 | |
| MiB+Backbone Type=CNN2024.07 | 3,420 | 1,350 | 2,930 | |
| ILT+Backbone Type=CNN2024.07 | 880 | 800 | 860 | |
| JointBackbone Type=Transformer2024.07 | 84.8 | 80.7 | 83.8 | |
| MBS (Ours)Backbone Type=Transformer2024.07 | 84.1 | 76 | 82.6 | |
| INC+Backbone Type=Transformer2024.07 | 82.5 | 69.2 | 79.9 | |
| JointBackbone=DeepLabv3 (CNN)2024.07 | 79.1 | 72.6 | 77.4 | |
| JointBackbone Type=CNN2024.07 | 79.1 | 72.6 | 77.4 | |
| RBC+Backbone Type=Transformer2024.07 | 78.9 | 62 | 75.5 | |
| RCILBackbone Type=CNN2024.07 | 78.8 | 52 | 72.4 | |
| MiB+Backbone Type=Transformer2024.07 | 78.6 | 63.1 | 75.6 | |
| SPPABackbone Type=CNN2024.07 | 78.1 | 52.9 | 72.1 | |
| RBC+Backbone Type=CNN2024.07 | 76.6 | 52.8 | 70.9 | |
| MiB+Backbone Type=CNN2024.07 | 76.4 | 50 | 70.1 | |
| MBSBackbone=DeepLabv3 (CNN)2024.07 | 76.1 | 39.1 | 67.8 | |
| REMINDBackbone Type=CNN2024.07 | 76.1 | 50.7 | 70.1 | |
| PLOP+Backbone Type=CNN2024.07 | 75.7 | 51.7 | 70.1 | |
| SDR+Backbone Type=CNN2024.07 | 75.4 | 52.6 | 69.9 | |
| RCILBackbone=DeepLabv3 (CNN)2024.07 | 70.6 | 23.7 | 59.4 | |
| RBCBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 69.5 | 38.4 | 62.1 | |
| REMINDBackbone=DeepLabv3 (CNN)2024.07 | 68.3 | 27.2 | 58.5 | |
| ILT+Backbone Type=CNN2024.07 | 67.1 | 39.2 | 60.5 | |
| RECALLBackbone Type=CNN2024.07 | 66.6 | 50.9 | 64 | |
| SPPABackbone=DeepLabv3 (CNN)2024.07 | 66.2 | 23.3 | 56 | |
| PLOPBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 65.1 | 21.1 | 54.6 | |
| SDRBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 44.7 | 21.8 | 39.2 | |
| MiBBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 34.2 | 13.5 | 29.3 | |
| EWC+Backbone Type=CNN2024.07 | 30 | 430 | 130 | |
| EWC+Backbone Type=CNN2024.07 | 24.3 | 35.5 | 27.1 |