Few-shot Semantic Segmentation on FSS-1000 (test)
90.6mIoUVAT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| VATBackbone=ResNet101, n-shot=5-shot2021.12 | 90.6 | — | — | |
| VATBackbone=ResNet50, n-shot=5-shot2021.12 | 90.3 | — | — | |
| VATBackbone=ResNet101, n-shot=1-shot2021.12 | 90 | — | — | |
| VATBackbone=ResNet50, n-shot=1-shot2021.12 | 89.5 | — | — | |
| SSP refineShot=5-shot2022.07 | 88.6 | — | — | |
| HSNetBackbone network=ResNet101, k-shot=5-shot2021.04 | 88.5 | — | — | |
| HSNetBackbone=ResNet101, n-shot=5-shot2021.12 | 88.5 | — | — | |
| SSPShot=5-shot2022.07 | 88.2 | — | — | |
| DANShots=5-shot, Backbone=ResNet-1012020.03 | 88.1 | — | — | |
| DANBackbone network=ResNet101, k-shot=5-shot2021.04 | 88.1 | — | — | |
| DANBackbone=ResNet101, n-shot=5-shot2021.12 | 88.1 | — | — | |
| DANShot=5-shot, Publication=ECCV'202022.07 | 88.1 | — | — | |
| HSNetBackbone network=ResNet50, k-shot=5-shot2021.04 | 87.8 | — | — | |
| HSNetBackbone=ResNet50, n-shot=5-shot2021.12 | 87.8 | — | — | |
| SSP refineShot=1-shot2022.07 | 87.3 | — | — | |
| SSPShot=1-shot2022.07 | 86.9 | — | — | |
| HSNetBackbone network=ResNet101, k-shot=1-shot2021.04 | 86.5 | — | — | |
| HSNetBackbone=ResNet101, n-shot=1-shot2021.12 | 86.5 | — | — | |
| HSNetBackbone network=VGG16, k-shot=5-shot2021.04 | 85.8 | — | — | |
| HSNetBackbone network=ResNet50, k-shot=1-shot2021.04 | 85.5 | — | — | |
| HSNetBackbone=ResNet50, n-shot=1-shot2021.12 | 85.5 | — | — | |
| DANShots=1-shot, Backbone=ResNet-1012020.03 | 85.2 | — | — | |
| DANBackbone network=ResNet101, k-shot=1-shot2021.04 | 85.2 | — | — | |
| DANBackbone=ResNet101, n-shot=1-shot2021.12 | 85.2 | — | — | |
| DANShot=1-shot, Publication=ECCV'202022.07 | 85.2 | — | — | |
| FSOTBackbone=ResNet50, n-shot=5-shot2021.12 | 83.8 | — | — | |
| Baseline+DoG+BConvLSTM (param)Shots=5-shot, Backbone=VGG, Fusion strategy=parametric2020.03 | 83.4 | — | — | |
| DoG-LSTMBackbone network=VGG16, k-shot=5-shot2021.04 | 83.4 | — | — | |
| DOG-LSTMShot=5-shot, Publication=WACV'212022.07 | 83.4 | — | — | |
| FSOTBackbone=ResNet50, n-shot=1-shot2021.12 | 82.5 | — | — | |
| HSNetBackbone network=VGG16, k-shot=1-shot2021.04 | 82.3 | — | — | |
| FOMAML+regularization+UHOShots=5-shot, Backbone=VGG2020.03 | 82.2 | — | — | |
| Baseline+DoG+BConvLSTM (non-param)Shots=5-shot, Backbone=VGG, Fusion strategy=non-parametric2020.03 | 81.7 | — | — | |
| Baseline+DoG+BConvLSTMShots=1-shot, Backbone=VGG2020.03 | 80.8 | — | — | |
| DoG-LSTMBackbone network=VGG16, k-shot=1-shot2021.04 | 80.8 | — | — | |
| DOG-LSTMShot=1-shot, Publication=WACV'212022.07 | 80.8 | — | — | |
| FOMAML+regularizationShots=5-shot, Backbone=VGG2020.03 | 80.6 | — | — | |
| FSS-1000Shots=5-shot, Backbone=VGG2020.03 | 80.1 | — | — | |
| FSSBackbone network=VGG16, k-shot=5-shot2021.04 | 80.1 | — | — | |
| FSSShot=5-shot, Publication=CVPR'202022.07 | 80.1 | — | — | |
| Baseline+DoGShots=1-shot, Backbone=VGG2020.03 | 78.7 | — | — | |
| FOMAMLShots=1-shot, Backbone=VGG2020.03 | 75.2 | — | — | |
| co-FCNShots=5-shot, Backbone=VGG2020.03 | 74.3 | — | — | |
| GNetBackbone network=VGG16, k-shot=5-shot2021.04 | 74.3 | — | — | |
| GNetShot=5-shot, Publication=Arxiv'182022.07 | 74.3 | — | — | |
| BaselineShots=1-shot, Backbone=VGG2020.03 | 74.2 | — | — | |
| FSS-1000Shots=1-shot, Backbone=VGG2020.03 | 73.5 | — | — | |
| FSSBackbone network=VGG16, k-shot=1-shot2021.04 | 73.5 | — | — | |
| FSSShot=1-shot, Publication=CVPR'202022.07 | 73.5 | — | — | |
| OSLSMShots=5-shot, Backbone=VGG2020.03 | 73 | — | — | |
| OSLSMBackbone network=VGG16, k-shot=5-shot2021.04 | 73 | — | — | |
| OSLSMShot=5-shot, Publication=BMVC'172022.07 | 73 | — | — | |
| co-FCNShots=1-shot, Backbone=VGG2020.03 | 71.9 | — | — | |
| GNetBackbone network=VGG16, k-shot=1-shot2021.04 | 71.9 | — | — | |
| GNetShot=1-shot, Publication=Arxiv'182022.07 | 71.9 | — | — | |
| OSLSMShots=1-shot, Backbone=VGG2020.03 | 70.3 | — | — | |
| OSLSMBackbone network=VGG16, k-shot=1-shot2021.04 | 70.3 | — | — | |
| OSLSMShot=1-shot, Publication=BMVC'172022.07 | 70.3 | — | — | |
| co-FCNSetting=With Annotation2023.07 | — | 71.9 | 74.2 | |
| DANSetting=With Annotation2023.07 | — | 85.2 | 87.1 | |
| DoGSetting=With Annotation2023.07 | — | 80.8 | 83.3 | |
| FSS baselineSetting=Without Annotation2023.07 | — | 65.3 | 67.9 | |
| FSS-1000Setting=With Annotation2023.07 | — | 73.4 | 80.1 | |
| HSNetSetting=With Annotation2023.07 | — | 85.5 | 87.8 | |
| HSNetSetting=Without Annotation2023.07 | — | 84.3 | 86.1 | |
| MemoryFSSSetting=With Annotation2023.07 | — | 83 | 85.7 | |
| OSLSMSetting=With Annotation2023.07 | — | 70.2 | 73 | |
| PFENetSetting=With Annotation2023.07 | — | 80.8 | 81.4 | |
| Proposed MethodSetting=With Annotation2023.07 | — | 85.7 | 87.9 | |
| Proposed MethodSetting=Without Annotation2023.07 | — | 85 | 86.8 |