Semantic Segmentation on Pascal-VOC (Unseen)
0.882mIoUFully Sup.
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Fully Sup.Backbone=DeepLabv2-ResNet1012021.12 | 0.882 | — | — | — | — | |
| MaskCLIP+Learning Paradigm=Transductive, Backbone=DeepLabv2-ResNet101, Pseudo Label Backbone=CLIP-ResNet-502021.12 | 0.881 | — | — | 86.1 | 87.4 | |
| STRICTLearning Paradigm=Transductive, Backbone=DeepLabv2-ResNet1012021.12 | 0.709 | — | — | 35.6 | 49.8 | |
| CaGNet+STLearning Paradigm=Transductive, Self-training=true, Backbone=DeepLabv2-ResNet1012021.12 | 0.658 | — | — | 30.3 | 43.7 | |
| CaGNetLearning Paradigm=Inductive, Backbone=DeepLabv2-ResNet1012021.12 | 0.655 | — | — | 26.6 | 39.7 | |
| SPNet+STLearning Paradigm=Transductive, Self-training=true, Backbone=DeepLabv2-ResNet1012021.12 | 0.648 | — | — | 25.8 | 38.8 | |
| SPNet-CLearning Paradigm=Inductive, Calibration=true, Backbone=DeepLabv2-ResNet1012021.12 | 0.632 | — | — | 15.6 | 26.1 | |
| ZS3Net+STLearning Paradigm=Transductive, Self-training=true, Backbone=DeepLabv2-ResNet1012021.12 | 0.63 | — | — | 21.2 | 33.3 | |
| ZS3NetLearning Paradigm=Inductive, Backbone=DeepLabv2-ResNet1012021.12 | 0.616 | — | — | 17.7 | 28.7 | |
| SPNetLearning Paradigm=Inductive, Backbone=DeepLabv2-ResNet1012021.12 | 0.569 | — | — | 0 | 0 | |
| ZS3NetK (Number of unseen classes)=2, Backbone=ResNet-101, Framework=DeepLabv3+, Evaluation Protocol=Generalized ZSL2019.06 | 0.354 | 0.528 | 0.537 | — | — | |
| ZS3NetK (Number of unseen classes)=6, Backbone=ResNet-101, Framework=DeepLabv3+, Evaluation Protocol=Generalized ZSL2019.06 | 0.242 | 0.673 | 0.607 | — | — | |
| ZS3NetK (Number of unseen classes)=4, Backbone=ResNet-101, Framework=DeepLabv3+, Evaluation Protocol=Generalized ZSL2019.06 | 0.232 | 0.431 | 0.457 | — | — | |
| ZS3NetK (Number of unseen classes)=8, Backbone=ResNet-101, Framework=DeepLabv3+, Evaluation Protocol=Generalized ZSL2019.06 | 0.229 | 0.687 | 0.623 | — | — | |
| ZS3NetK (Number of unseen classes)=10, Backbone=ResNet-101, Framework=DeepLabv3+, Evaluation Protocol=Generalized ZSL2019.06 | 0.181 | 0.552 | 0.457 | — | — | |
| BaselineK (Number of unseen classes)=2, Backbone=ResNet-101, Framework=DeepLabv3+, Evaluation Protocol=Generalized ZSL2019.06 | 0.032 | 0.113 | 0.105 | — | — | |
| BaselineK (Number of unseen classes)=4, Backbone=ResNet-101, Framework=DeepLabv3+, Evaluation Protocol=Generalized ZSL2019.06 | 0.029 | 0.103 | 0.101 | — | — | |
| BaselineK (Number of unseen classes)=6, Backbone=ResNet-101, Framework=DeepLabv3+, Evaluation Protocol=Generalized ZSL2019.06 | 0.027 | 0.083 | 0.084 | — | — | |
| BaselineK (Number of unseen classes)=8, Backbone=ResNet-101, Framework=DeepLabv3+, Evaluation Protocol=Generalized ZSL2019.06 | 0.02 | 0.069 | 0.057 | — | — | |
| BaselineK (Number of unseen classes)=10, Backbone=ResNet-101, Framework=DeepLabv3+, Evaluation Protocol=Generalized ZSL2019.06 | 0.019 | 0.067 | 0.058 | — | — |