Generalized Few-Shot Semantic Segmentation on COCO 20^i (test)
0.549Base mIoUPOP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| POPLearning=Transductive, Backbone=ResNet-502024.04 | 0.549 | 0.2997 | 0.4244 | |
| Ours (w/ trans.)Learning=Transductive, Backbone=ResNet-502024.04 | 0.5381 | 0.3114 | 0.4248 | |
| Ours (w/o trans.)Learning=Inductive, Backbone=ResNet-502024.04 | 0.5159 | 0.3006 | 0.4083 | |
| BAMPractical setting=false, Multi-class design=true, Shots=5, Backbone=ResNet-502022.11 | 0.4985 | 0.1663 | 0.3324 | |
| BAMLearning=Inductive, Backbone=ResNet-502024.04 | 0.4985 | 0.1663 | 0.3324 | |
| BAMPractical setting=false, Multi-class design=true, Shots=1, Backbone=ResNet-502022.11 | 0.4984 | 0.1416 | 0.32 | |
| DIaM-UBPractical setting=false, Multi-class design=true, Shots=5, Backbone=ResNet-502022.11 | 0.4863 | 0.4043 | 0.4453 | |
| DIaM-UBPractical setting=false, Multi-class design=true, Shots=1, Backbone=ResNet-502022.11 | 0.4855 | 0.2948 | 0.3902 | |
| DIaMPractical setting=true, Multi-class design=true, Shots=5, Backbone=ResNet-502022.11 | 0.4837 | 0.2873 | 0.3855 | |
| DIaMLearning=Transductive, Backbone=ResNet-502024.04 | 0.4837 | 0.2873 | 0.3855 | |
| DIaMPractical setting=true, Multi-class design=true, Shots=1, Backbone=ResNet-502022.11 | 0.4828 | 0.1722 | 0.3275 | |
| CAPLPractical setting=false, Multi-class design=true, Shots=5, Backbone=ResNet-502022.11 | 0.4371 | 0.11 | 0.2736 | |
| CAPLLearning=Inductive, Backbone=ResNet-502024.04 | 0.4371 | 0.11 | 0.2736 | |
| CAPLPractical setting=false, Multi-class design=true, Shots=1, Backbone=ResNet-502022.11 | 0.4321 | 0.0721 | 0.2521 | |
| DIaM (w/o trans.)Learning=Inductive, Backbone=ResNet-502024.04 | 0.3847 | 0.2087 | 0.2967 | |
| POPLearning=Inductive, Backbone=ResNet-502024.04 | 0.2453 | 0.1619 | 0.2036 | |
| RePRIPractical setting=true, Multi-class design=false, Shots=5, Backbone=ResNet-502022.11 | 0.0885 | 0.0884 | 0.0885 | |
| RePRILearning=Transductive, Backbone=ResNet-502024.04 | 0.0885 | 0.0884 | 0.0885 | |
| RePRIPractical setting=true, Multi-class design=false, Shots=1, Backbone=ResNet-502022.11 | 0.0562 | 0.0474 | 0.0518 |