Incremental Semantic Segmentation on Pascal VOC disjoint setup 2012 (VOC 10-1)
82.1mIoU (0-10)Joint
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Jointtraining_mode=offline2022.11 | 82.1 | 79.6 | 80.9 | |
| Joint2021.06 | 78.41 | 76.35 | 77.43 | |
| MicroSeg-Mmemory_sampling=true2022.11 | 77.2 | 57.2 | 67.7 | |
| JointSupervision=Pixel2021.12 | 76.6 | 74 | 75.4 | |
| SSUL-Mmemory_sampling=true2022.11 | 74 | 53.2 | 64.1 | |
| MicroSegmemory_sampling=false2022.11 | 72.6 | 48.7 | 61.2 | |
| SSULmemory_sampling=false2022.11 | 71.3 | 46 | 59.3 | |
| ILTSupervision=Pixel2021.12 | 67.7 | 61.3 | 64.7 | |
| SDRSupervision=Pixel2021.12 | 67.5 | 57.9 | 62.9 | |
| MIBSupervision=Pixel2021.12 | 66.9 | 57.5 | 62.4 | |
| CAMSupervision=Image2021.12 | 65.4 | 41.3 | 54.5 | |
| SSULSetup=disjoint2021.06 | 65.39 | 34.9 | 50.87 | |
| SEAMSupervision=Image2021.12 | 65.1 | 53.5 | 60.6 | |
| SSUL-MSetup=disjoint2021.06 | 65.02 | 40.82 | 53.5 | |
| WILSONSupervision=Image2021.12 | 64.5 | 54.3 | 60.8 | |
| EPSSupervision=Image2021.12 | 64.2 | 54.1 | 60.6 | |
| RECALLSupervision=Pixel2021.12 | 64.1 | 56.9 | 61.9 | |
| PLOPSupervision=Pixel2021.12 | 63.7 | 60.2 | 63.4 | |
| LWFSupervision=Pixel2021.12 | 63.1 | 61.1 | 62.2 | |
| SSSupervision=Image2021.12 | 60.7 | 25.7 | 45 | |
| PLOPSetup=disjoint2021.06 | 57.86 | 13.67 | 46.48 | |
| LWF-MCSupervision=Pixel2021.12 | 52.4 | 42.5 | 47.7 | |
| MiBSetup=disjoint2021.06 | 46.2 | 12.9 | 37.9 | |
| PLOPmemory_sampling=false2022.11 | 44 | 15.5 | 30.5 | |
| CILSupervision=Pixel2021.12 | 37.4 | 60.6 | 48.8 | |
| SDRmemory_sampling=false2022.11 | 32.1 | 17 | 24.9 | |
| MiBmemory_sampling=false2022.11 | 12.3 | 13.1 | 12.7 | |
| FTSupervision=Pixel2021.12 | 7.7 | 60.8 | 33 | |
| ILTmemory_sampling=false2022.11 | 7.2 | 3.7 | 5.5 | |
| LwF-MCmemory_sampling=false2022.11 | 4.7 | 5.9 | 4.9 |