Semantic Segmentation on Pascal-VOC Disjoint 15-5 2012
84.8mIoU (0-15)Joint
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| JointBackbone Type=Transformer2024.07 | 84.8 | 80.7 | 83.8 | — | |
| MBS (Ours)Backbone Type=Transformer2024.07 | 81.9 | 67.2 | 79 | — | |
| INC+Backbone Type=Transformer2024.07 | 81.6 | 62.2 | 77.6 | — | |
| JointBackbone Type=CNN2024.07 | 79.1 | 72.6 | 77.4 | — | |
| RBC+Backbone Type=Transformer2024.07 | 77.7 | 59.1 | 74 | — | |
| MiBArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=re-implementation2020.11 | 76.37 | 49.97 | 70.08 | 75.12 | |
| PLOPArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped2020.11 | 75.73 | 51.71 | 70.09 | 75.19 | |
| MiBArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=excerpted from [8]2020.11 | 75.5 | 49.4 | 69 | — | |
| SPPABackbone Type=CNN2024.07 | 75.3 | 48.7 | 69 | — | |
| RBC+Backbone Type=CNN2024.07 | 75.1 | 49.7 | 69.9 | — | |
| RCILBackbone Type=CNN2024.07 | 75 | 42.8 | 67.3 | — | |
| MiB+Backbone Type=Transformer2024.07 | 75 | 59.9 | 72.3 | — | |
| SDR+Backbone Type=CNN2024.07 | 73.5 | 47.3 | 67.2 | — | |
| MiBSetting=Disjoint2020.11 | 71.8 | 43.3 | 64.7 | — | |
| MiB+Backbone Type=CNN2024.07 | 71.8 | 43.3 | 64.7 | — | |
| PLOPSetting=Disjoint2020.11 | 71 | 42.82 | 64.29 | 72.05 | |
| PLOP+Backbone Type=CNN2024.07 | 71 | 42.8 | 64.3 | — | |
| LwF-MC+Setting=Disjoint2020.11 | 67.2 | 41.2 | 60.7 | — | |
| ILTArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=re-implementation2020.11 | 67.08 | 39.23 | 60.45 | 70.37 | |
| ILTArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=excerpted from [8]2020.11 | 66.3 | 40.6 | 59.9 | — | |
| RECALLBackbone Type=CNN2024.07 | 66.3 | 49.8 | 63.5 | — | |
| ILTSetting=Disjoint2020.11 | 63.2 | 39.5 | 57.3 | — | |
| ILT+Backbone Type=CNN2024.07 | 63.2 | 39.5 | 57.3 | — | |
| LwFSetting=Disjoint2020.11 | 58.4 | 37.4 | 53.1 | — | |
| LwF-MCArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=re-implementation2020.11 | 58.1 | 35 | 52.3 | — | |
| EWC+Setting=Disjoint2020.11 | 26.7 | 37.7 | 29.4 | — | |
| EWC+Backbone Type=CNN2024.07 | 26.7 | 37.7 | 29.4 | — | |
| EWCArchitecture=DeepLab-V3, Backbone=ResNet-101, Pre-training=ImageNet, CSS Protocol=Overlapped, Source=re-implementation2020.11 | 24.3 | 35.5 | 27.1 | — | |
| RW+Setting=Disjoint2020.11 | 17.9 | 36.9 | 22.7 | — | |
| PISetting=Disjoint2020.11 | 1.3 | 34.1 | 9.5 | — | |
| Fine TuningSetting=Disjoint2020.11 | 1.1 | 33.6 | 9.2 | — |