Semantic Segmentation on ADE20k overlapped setting (100-10 (6 steps))
50.1mIoU (Classes 1-100)Joint
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| JointBackbone Type=Transformer-based2024.07 | 50.1 | 41.4 | 47.2 | |
| MBSBackbone Type=Transformer-based2024.07 | 49 | 35.4 | 44.5 | |
| INCBackbone Type=Transformer-based2024.07 | 48.5 | 34.6 | 43.9 | |
| JointBackbone=DeepLabv3 (CNN)2024.07 | 43.9 | 27.2 | 38.3 | |
| JointBackbone Type=CNN-based2024.07 | 43.9 | 27.2 | 38.3 | |
| MiBBackbone Type=Transformer-based2024.07 | 43 | 30.8 | 38.9 | |
| MBSBackbone=DeepLabv3 (CNN)2024.07 | 42.8 | 22.6 | 36.1 | |
| SPPABackbone=DeepLabv3 (CNN)2024.07 | 41 | 12.5 | 31.5 | |
| SPPABackbone Type=CNN-based2024.07 | 41 | 12.5 | 31.5 | |
| PLOPBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 39.4 | 13.6 | 30.9 | |
| PLOPBackbone Type=CNN-based2024.07 | 39.4 | 13.6 | 30.9 | |
| RCILBackbone=DeepLabv3 (CNN)2024.07 | 39.3 | 17.6 | 32 | |
| RCILBackbone Type=CNN-based2024.07 | 39.3 | 17.6 | 32 | |
| REMINDBackbone=DeepLabv3 (CNN)2024.07 | 39 | 21.3 | 33.1 | |
| RBCBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 39 | 21.7 | 33.3 | |
| REMINDERBackbone Type=CNN-based2024.07 | 39 | 21.3 | 33.1 | |
| RBCBackbone Type=CNN-based2024.07 | 39 | 21.7 | 33.3 | |
| MiBBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 38.2 | 11.1 | 29.2 | |
| MiBBackbone Type=CNN-based2024.07 | 38.2 | 11.1 | 29.2 | |
| SDRBackbone Type=CNN-based2024.07 | 29.9 | 7.4 | 21.7 | |
| SDRBackbone=DeepLabv3 (CNN), Reproduced=true2024.07 | 28.9 | 7.4 | 21.7 |