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Generalized Few-Shot Semantic Segmentation on COCO 20^i (test)

0.549Base mIoUPOP
0.0364880.1695440.30260.435656Nov 25, 2022Feb 17, 2023May 13, 2023Aug 6, 2023Oct 30, 2023Jan 23, 2024Apr 17, 2024

Evaluation results

MethodLinks
POPLearning=Transductive, Backbone=ResNet-502024.040.5490.29970.4244
Ours (w/ trans.)Learning=Transductive, Backbone=ResNet-502024.040.53810.31140.4248
Ours (w/o trans.)Learning=Inductive, Backbone=ResNet-502024.040.51590.30060.4083
BAMPractical setting=false, Multi-class design=true, Shots=5, Backbone=ResNet-502022.110.49850.16630.3324
BAMLearning=Inductive, Backbone=ResNet-502024.040.49850.16630.3324
BAMPractical setting=false, Multi-class design=true, Shots=1, Backbone=ResNet-502022.110.49840.14160.32
DIaM-UBPractical setting=false, Multi-class design=true, Shots=5, Backbone=ResNet-502022.110.48630.40430.4453
DIaM-UBPractical setting=false, Multi-class design=true, Shots=1, Backbone=ResNet-502022.110.48550.29480.3902
DIaMPractical setting=true, Multi-class design=true, Shots=5, Backbone=ResNet-502022.110.48370.28730.3855
DIaMLearning=Transductive, Backbone=ResNet-502024.040.48370.28730.3855
DIaMPractical setting=true, Multi-class design=true, Shots=1, Backbone=ResNet-502022.110.48280.17220.3275
CAPLPractical setting=false, Multi-class design=true, Shots=5, Backbone=ResNet-502022.110.43710.110.2736
CAPLLearning=Inductive, Backbone=ResNet-502024.040.43710.110.2736
CAPLPractical setting=false, Multi-class design=true, Shots=1, Backbone=ResNet-502022.110.43210.07210.2521
DIaM (w/o trans.)Learning=Inductive, Backbone=ResNet-502024.040.38470.20870.2967
POPLearning=Inductive, Backbone=ResNet-502024.040.24530.16190.2036
RePRIPractical setting=true, Multi-class design=false, Shots=5, Backbone=ResNet-502022.110.08850.08840.0885
RePRILearning=Transductive, Backbone=ResNet-502024.040.08850.08840.0885
RePRIPractical setting=true, Multi-class design=false, Shots=1, Backbone=ResNet-502022.110.05620.04740.0518