Continual Semantic Segmentation on ADE20k 100-50 (2 tasks) (val)
54.11mIoU (0-100)Oracle
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OracleBackbone=ViT-Base, Framework=SegViT, Setting=Joint Training2023.06 | 54.11 | 45.6 | 51.28 | — | |
| SegViT-CLBackbone=ViT-Base, Setting=Overlapped2023.06 | 53.64 | 40 | 49.09 | 46.82 | |
| OracleBackbone=ViT-Base, Setting=Joint Training2023.06 | 46.63 | 34.9 | 42.75 | — | |
| REMINDERBackbone=ViT-Base, Pre-training=ImageNet-21K, Setting=Overlapped2023.06 | 44.66 | 26.76 | 38.73 | 38.43 | |
| OracleBackbone=ResNet-101, Setting=Joint Training2023.06 | 44.34 | 28.21 | 39 | — | |
| Joint2023.05 | 44.3 | 28.2 | 38.9 | — | |
| PLOPBackbone=ViT-Base, Pre-training=ImageNet-21K, Setting=Overlapped2023.06 | 43.82 | 26.23 | 37.99 | 38.06 | |
| FairCLBackbone=SegFormer2023.05 | 43.56 | 25.46 | 37.56 | 40.73 | |
| MiBBackbone=ViT-Base, Pre-training=ImageNet-21K, Setting=Overlapped2023.06 | 43.43 | 30.63 | 39.19 | 38.66 | |
| FairCLBackbone=DeepLab-V32023.05 | 43.4 | 24.04 | 36.99 | 40.45 | |
| RCILBackbone=ResNet-101, Setting=Overlapped2023.06 | 42.35 | 18.47 | 34.45 | 38.48 | |
| RCIL2023.05 | 42.3 | 18.8 | 34.5 | 38.48 | |
| PLOPBackbone=ResNet-101, Architecture=Deeplab-V3, Pre-training=ImageNet, CSS Setting=Overlapped2020.11 | 41.87 | 14.89 | 32.94 | 37.39 | |
| PLOP2021.06 | 41.87 | 14.89 | 32.94 | 37.39 | |
| PLOP2023.05 | 41.87 | 14.89 | 32.94 | 37.39 | |
| PLOPBackbone=ResNet-101, Setting=Overlapped2023.06 | 41.76 | 14.52 | 32.74 | 37.73 | |
| REMINDERBackbone=ResNet-101, Setting=Overlapped2023.06 | 41.55 | 19.16 | 34.14 | 38.43 | |
| SSUL2023.05 | 41.28 | 18.02 | 33.58 | — | |
| MiB + AWT2023.05 | 40.9 | 24.7 | 35.6 | — | |
| MiBBackbone=ResNet-101, Architecture=Deeplab-V3, Pre-training=ImageNet, CSS Setting=Overlapped2020.11 | 40.52 | 17.17 | 32.79 | 37.31 | |
| MiB2021.06 | 40.52 | 17.17 | 32.79 | 37.31 | |
| MiBBackbone=ResNet-101, Setting=Overlapped2023.06 | 40.52 | 17.17 | 32.79 | 37.31 | |
| SDRBackbone=ResNet-101, Setting=Overlapped2023.06 | 40.52 | 17.17 | 32.79 | 37.31 | |
| MiB2023.05 | 40.52 | 17.17 | 32.79 | 37.31 | |
| ILTBackbone=ResNet-101, Architecture=Deeplab-V3, Pre-training=ImageNet, CSS Setting=Overlapped2020.11 | 18.29 | 14.4 | 17 | 29.42 | |
| ILT2021.06 | 18.29 | 14.4 | 17 | 29.42 | |
| ILTBackbone=ResNet-101, Setting=Overlapped2023.06 | 18.29 | 14.4 | 17 | 29.42 | |
| ILT2023.05 | 18.29 | 14.4 | 17 | 29.42 |