Incremental Semantic Segmentation on Pascal VOC 10-10 Overlap 2012
79.1mIoU (Classes 1-10)Joint
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| JointSupervision (Sup)=Pixel-level (P), Backbone=ViT2026.06 | 79.1 | 77.3 | 78.2 | |
| JointSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 78.4 | 76.4 | 77.4 | |
| JointSupervision=Pixel2021.12 | 76.6 | 74 | 75.4 | |
| SASASupervision (Sup)=Image-level (I), Backbone=ViT2026.06 | 76.6 | 70.1 | 74.3 | |
| BARMSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 76.2 | 67.8 | 72.2 | |
| DKDSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 75.2 | 69.6 | 72.5 | |
| WILSONSupervision (Sup)=Image-level (I), Backbone=ViT2026.06 | 74.3 | 61.2 | 68.8 | |
| ALIFESupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 74.1 | 69.8 | 71.9 | |
| STARSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 74.1 | 68.8 | 71.6 | |
| FMWISSSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 73.8 | 62.3 | 69.1 | |
| ToCoSupervision (Sup)=Image-level (I), Backbone=ViT2026.06 | 73.5 | 58.8 | 67.4 | |
| TeddySupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 71.2 | 59.4 | 66.5 | |
| CAMSupervision=Image2021.12 | 70.8 | 44.2 | 58.5 | |
| LWFSupervision=Pixel2021.12 | 70.7 | 63.4 | 67.2 | |
| SDRSupervision=Pixel2021.12 | 70.5 | 63.9 | 67.4 | |
| SDRSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 70.5 | 63.9 | 67.4 | |
| MIBSupervision=Pixel2021.12 | 70.4 | 63.7 | 67.2 | |
| WILSONSupervision=Image2021.12 | 70.4 | 57.1 | 65 | |
| MiBSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 70.4 | 63.7 | 67.2 | |
| WILSONSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 70.4 | 57.1 | 65 | |
| ILTSupervision=Pixel2021.12 | 70.3 | 61.9 | 66.3 | |
| PLOPSupervision=Pixel2021.12 | 69.6 | 62.2 | 67.1 | |
| SSSupervision=Image2021.12 | 69.6 | 32.8 | 52.5 | |
| PLOPSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 69.6 | 62.2 | 67.1 | |
| SSSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 69.6 | 32.8 | 52.5 | |
| EPSSupervision=Image2021.12 | 69 | 57 | 64.3 | |
| EPSSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 69 | 57 | 64.3 | |
| RECALLSupervision=Pixel2021.12 | 68 | 58.8 | 63.7 | |
| SEAMSupervision=Image2021.12 | 67.5 | 55.4 | 62.7 | |
| SEAMSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 67.5 | 55.4 | 62.7 | |
| RECALLSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 66 | 58.8 | 63.7 | |
| LWF-MCSupervision=Pixel2021.12 | 53.9 | 43 | 48.7 | |
| CILSupervision=Pixel2021.12 | 38.4 | 60 | 48.7 | |
| FTSupervision=Pixel2021.12 | 7.8 | 58.9 | 32.1 |