Incremental Semantic Segmentation on Pascal VOC disjoint setup 2012 (VOC 15-5)
80.4mIoU (0-15)Joint
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| JointSupervision (Sup)=Pixel-level (P), Backbone=ViT2026.06 | 80.4 | 71.6 | 78.2 | |
| JointSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 79.8 | 70.2 | 77.4 | |
| Joint2021.06 | 79.77 | 72.35 | 77.43 | |
| STARSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 79.5 | 58.9 | 74.6 | |
| DKDSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 78.8 | 58.2 | 73.9 | |
| SASASupervision (Sup)=Image-level (I), Backbone=ViT2026.06 | 78.7 | 52.6 | 73 | |
| BARMSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 78.5 | 56.3 | 73.2 | |
| FMWISSSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 78.4 | 54.5 | 73.3 | |
| TeddySupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 77.6 | 51.4 | 72 | |
| ALIFESupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 77.2 | 52.5 | 71.3 | |
| SSUL-MSetup=disjoint2021.06 | 76.47 | 48.55 | 69.83 | |
| SSULSetup=disjoint2021.06 | 76.44 | 45.6 | 69.1 | |
| PLOPSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 75.7 | 51.7 | 70.1 | |
| MiBSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 75.5 | 49.4 | 69 | |
| SDRSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 75.4 | 52.6 | 69.9 | |
| WILSONSupervision (Sup)=Image-level (I), Backbone=ViT2026.06 | 75.2 | 46.4 | 69.1 | |
| ToCoSupervision (Sup)=Image-level (I), Backbone=ViT2026.06 | 74.6 | 44.3 | 67.9 | |
| WILSONSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 74.2 | 41.7 | 67.2 | |
| SSSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 72.2 | 27.5 | 62.1 | |
| MiBSetup=disjoint2021.06 | 71.8 | 43.3 | 64.7 | |
| PLOPSetup=disjoint2021.06 | 71 | 42.82 | 64.29 | |
| EPSSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 69.4 | 34.5 | 62.1 | |
| SEAMSupervision (Sup)=Image-level (I), Backbone=ResNet2026.06 | 68.3 | 31.8 | 60.4 | |
| RECALLSupervision (Sup)=Pixel-level (P), Backbone=ResNet2026.06 | 67.7 | 54.3 | 65.6 | |
| LwF-MCSetup=disjoint2021.06 | 67.2 | 41.2 | 60.7 | |
| ILTSetup=disjoint2021.06 | 63.2 | 39.5 | 57.3 | |
| EWCSetup=disjoint2021.06 | 26.7 | 37.7 | 29.4 |