Generalized Few-Shot Semantic Segmentation on PASCAL-5^i (test)
76.42Base mIoUOurs (w/ trans.)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Ours (w/ trans.)Learning=Transductive, Backbone=ResNet-502024.04 | 76.42 | 56.12 | 66.27 | |
| Ours (w/o trans.)Learning=Inductive, Backbone=ResNet-502024.04 | 74.86 | 50.34 | 62.6 | |
| POPLearning=Transductive, Backbone=ResNet-502024.04 | 74.78 | 55.87 | 65.33 | |
| BAMPractical setting=false, Multi-class design=true, Shots=1, Backbone=ResNet-502022.11 | 71.6 | 27.49 | 49.55 | |
| BAMPractical setting=false, Multi-class design=true, Shots=5, Backbone=ResNet-502022.11 | 71.6 | 28.96 | 50.28 | |
| BAMLearning=Inductive, Backbone=ResNet-502024.04 | 71.6 | 28.96 | 50.28 | |
| DIaM-UBPractical setting=false, Multi-class design=true, Shots=1, Backbone=ResNet-502022.11 | 71.13 | 52.61 | 61.87 | |
| DIaM-UBPractical setting=false, Multi-class design=true, Shots=5, Backbone=ResNet-502022.11 | 71.12 | 66.12 | 68.62 | |
| DIaMPractical setting=true, Multi-class design=true, Shots=1, Backbone=ResNet-502022.11 | 70.89 | 35.11 | 53 | |
| DIaMPractical setting=true, Multi-class design=true, Shots=5, Backbone=ResNet-502022.11 | 70.85 | 55.31 | 63.08 | |
| DIaMLearning=Transductive, Backbone=ResNet-502024.04 | 70.85 | 55.31 | 63.08 | |
| MiBPractical setting=true, Multi-class design=false, Shots=5, Backbone=ResNet-502022.11 | 68.6 | 28.93 | 48.77 | |
| MiBLearning=Inductive, Backbone=ResNet-502024.04 | 68.6 | 28.93 | 48.77 | |
| CAPLPractical setting=false, Multi-class design=true, Shots=5, Backbone=ResNet-502022.11 | 65.43 | 24.43 | 44.93 | |
| CAPLLearning=Inductive, Backbone=ResNet-502024.04 | 65.43 | 24.43 | 44.93 | |
| CAPLPractical setting=false, Multi-class design=true, Shots=1, Backbone=ResNet-502022.11 | 64.8 | 17.46 | 41.13 | |
| DIaM (w/o trans.)Learning=Inductive, Backbone=ResNet-502024.04 | 64.05 | 34.56 | 49.31 | |
| MiBPractical setting=true, Multi-class design=false, Shots=1, Backbone=ResNet-502022.11 | 63.8 | 8.86 | 36.33 | |
| POPLearning=Inductive, Backbone=ResNet-502024.04 | 41.5 | 36.26 | 38.8 | |
| RePRIPractical setting=true, Multi-class design=false, Shots=5, Backbone=ResNet-502022.11 | 34.06 | 20.98 | 27.52 | |
| RePRILearning=Transductive, Backbone=ResNet-502024.04 | 34.06 | 20.98 | 27.52 | |
| PANetPractical setting=true, Multi-class design=false, Shots=5, Backbone=ResNet-502022.11 | 32.95 | 15.25 | 24.1 | |
| PANETLearning=Inductive, Backbone=ResNet-502024.04 | 32.95 | 15.25 | 24.1 | |
| PANetPractical setting=true, Multi-class design=false, Shots=1, Backbone=ResNet-502022.11 | 31.88 | 11.25 | 21.57 | |
| RePRIPractical setting=true, Multi-class design=false, Shots=1, Backbone=ResNet-502022.11 | 20.76 | 10.5 | 15.63 | |
| SCLPractical setting=true, Multi-class design=false, Shots=5, Backbone=ResNet-502022.11 | 9.11 | 1.83 | 5.47 | |
| SCLLearning=Inductive, Backbone=ResNet-502024.04 | 9.11 | 1.83 | 5.47 | |
| CANetPractical setting=true, Multi-class design=false, Shots=5, Backbone=ResNet-502022.11 | 9.05 | 1.52 | 5.29 | |
| CANeTLearning=Inductive, Backbone=ResNet-502024.04 | 9.05 | 1.52 | 5.29 | |
| SCLPractical setting=true, Multi-class design=false, Shots=1, Backbone=ResNet-502022.11 | 8.88 | 2.44 | 5.66 | |
| PFENetPractical setting=true, Multi-class design=false, Shots=5, Backbone=ResNet-502022.11 | 8.83 | 1.89 | 5.36 | |
| PFENETLearning=Inductive, Backbone=ResNet-502024.04 | 8.83 | 1.89 | 5.36 | |
| CANetPractical setting=true, Multi-class design=false, Shots=1, Backbone=ResNet-502022.11 | 8.73 | 2.42 | 5.58 | |
| PFENetPractical setting=true, Multi-class design=false, Shots=1, Backbone=ResNet-502022.11 | 8.32 | 2.67 | 5.5 |