Few-Shot Semantic Segmentation on Pascal-5i (test)
71.65-Shot mIoUVAT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VATBackbone=ResNet101, Shots=5-shot, Data Augmentation=false2022.03 | 71.6 | — | 73.3 | 75.2 | 68.4 | 69.5 | 82 | |
| VAT-HMBackbone=ResNet101, Shots=5-shot, Data Augmentation=false2022.03 | 70.9 | — | 74 | 75.5 | 65.4 | 68.6 | 81.5 | |
| HSNetBackbone=ResNet101, Shots=5-shot, Data Augmentation=true2022.03 | 70.8 | — | 71.7 | 74.8 | 68.2 | 68.7 | 80.9 | |
| HSNetBackbone=Res-101, Venue=ICCV-212020.10 | 70.4 | 66.2 | — | — | — | — | — | |
| HSNetBackbone=ResNet101, Shots=5-shot, Data Augmentation=false2022.03 | 70.4 | — | 71.8 | 74.4 | 67 | 68.3 | 80.6 | |
| VATBackbone=ResNet50, Shots=5-shot, Data Augmentation=false2022.03 | 70 | — | 72.4 | 73.6 | 68.6 | 65.7 | 80.9 | |
| HSNetBackbone=ResNet50, Shots=5-shot, Data Augmentation=true2022.03 | 69.6 | — | 70.9 | 73.1 | 68.4 | 65.9 | 80.6 | |
| HSNetBackbone=Res-50, Venue=ICCV-212020.10 | 69.5 | 64 | — | — | — | — | — | |
| HSNetBackbone=ResNet50, Shots=5-shot, Data Augmentation=false2022.03 | 69.5 | — | 70.3 | 73.2 | 67.4 | 67.1 | 80.6 | |
| HSNet-HMBackbone=ResNet101, Shots=5-shot, Data Augmentation=true2022.03 | 69.3 | — | 72.2 | 73.3 | 64 | 67.9 | 79.7 | |
| CAPLBackbone=Res-101, Base Architecture=PFENet2020.10 | 68.9 | 63.6 | — | — | — | — | — | |
| MiningBackbone=Res-101, Venue=ICCV-212020.10 | 68.8 | 62.6 | — | — | — | — | — | |
| VAT-HMBackbone=ResNet50, Shots=5-shot, Data Augmentation=false2022.03 | 68.2 | — | 71.1 | 72.5 | 62.6 | 66.5 | 78.5 | |
| VAT-HMBackbone=ResNet101, Shots=1-shot, Data Augmentation=false2022.03 | 67.8 | — | 71.2 | 72.7 | 62.7 | 64.5 | 79.4 | |
| VATBackbone=ResNet101, Shots=1-shot, Data Augmentation=false2022.03 | 67.5 | — | 68.4 | 72.5 | 64.8 | 64.2 | 78.8 | |
| CAPLBackbone=Res-50, Base Architecture=PFENet2020.10 | 67.1 | 62.2 | — | — | — | — | — | |
| HSNet-HMBackbone=ResNet50, Shots=5-shot, Data Augmentation=true2022.03 | 67.1 | — | 69.9 | 72 | 63.4 | 63.3 | 77.7 | |
| RePriBackbone=Res-50, Venue=CVPR-212020.10 | 66.8 | 59.1 | — | — | — | — | — | |
| HSNetBackbone=ResNet101, Shots=1-shot, Data Augmentation=true2022.03 | 66.7 | — | 67.5 | 72.7 | 63.5 | 63.2 | 77.7 | |
| HSNet-HMBackbone=ResNet101, Shots=1-shot, Data Augmentation=true2022.03 | 66.7 | — | 69.8 | 72.1 | 60.4 | 64.3 | 77.8 | |
| RePRIBackbone=ResNet50, Shots=5-shot, Data Augmentation=false2022.03 | 66.6 | — | 64.6 | 71.4 | 71.1 | 59.3 | — | |
| CyCTRBackbone=ResNet101, Shots=5-shot, Data Augmentation=false2022.03 | 66.6 | — | 73.5 | 74 | 58.6 | 60.2 | 75 | |
| HSNetBackbone=ResNet101, Shots=1-shot, Data Augmentation=false2022.03 | 66.2 | — | 67.3 | 72.3 | 62 | 63.1 | 77.6 | |
| MiningBackbone=Res-50, Venue=ICCV-212020.10 | 66.1 | 62.1 | — | — | — | — | — | |
| CAPLBackbone=Res-50, Base Architecture=PANet2020.10 | 66.1 | 60.6 | — | — | — | — | — | |
| VAT-HMBackbone=ResNet50, Shots=1-shot, Data Augmentation=false2022.03 | 65.8 | — | 68.9 | 70.7 | 61 | 62.5 | 77.1 | |
| CyCTRBackbone=ResNet50, Shots=5-shot, Data Augmentation=false2022.03 | 65.6 | — | 71.1 | 73.2 | 60.5 | 57.5 | — | |
| RePRIBackbone=ResNet101, Shots=5-shot, Data Augmentation=false2022.03 | 65.6 | — | 66.2 | 71.4 | 67 | 57.7 | — | |
| VATBackbone=ResNet50, Shots=1-shot, Data Augmentation=false2022.03 | 65.3 | — | 67.6 | 71.2 | 62.3 | 60.1 | 77.4 | |
| HSNet-HMBackbone=ResNet50, Shots=1-shot, Data Augmentation=true2022.03 | 65 | — | 69 | 70.9 | 59.3 | 61 | 76.5 | |
| CWTBackbone=Res-101, Venue=ICCV-212020.10 | 64.7 | 58 | — | — | — | — | — | |
| CWTBackbone=ResNet101, Shots=5-shot, Data Augmentation=false2022.03 | 64.7 | — | 62.6 | 70.2 | 68.8 | 57.2 | — | |
| ASGNetBackbone=Res-101, Venue=CVPR-212020.10 | 64.4 | 59.3 | — | — | — | — | — | |
| ASGNetBackbone=ResNet101, Shots=5-shot, Data Augmentation=false2022.03 | 64.4 | — | 64.6 | 71.3 | 64.2 | 57.3 | 75.2 | |
| HSNetBackbone=ResNet50, Shots=1-shot, Data Augmentation=true2022.03 | 64.3 | — | 63.5 | 70.9 | 61.2 | 60.6 | 78.2 | |
| CyCTRBackbone=ResNet101, Shots=1-shot, Data Augmentation=false2022.03 | 64.3 | — | 69.3 | 72.7 | 56.5 | 58.6 | 72.9 | |
| CyCTRBackbone=ResNet50, Shots=1-shot, Data Augmentation=false2022.03 | 64.2 | — | 67.8 | 72.8 | 58 | 58 | — | |
| HSNetBackbone=ResNet50, Shots=1-shot, Data Augmentation=false2022.03 | 64 | — | 64.3 | 70.7 | 60.3 | 60.5 | 76.7 | |
| ASGNetBackbone=Res-50, Venue=CVPR-212020.10 | 63.9 | 59.3 | — | — | — | — | — | |
| ASGNetBackbone=ResNet50, Shots=5-shot, Data Augmentation=false2022.03 | 63.9 | — | 63.4 | 70.6 | 64.2 | 57.4 | 74.2 | |
| CWTBackbone=Res-50, Venue=ICCV-212020.10 | 63.7 | 56.4 | — | — | — | — | — | |
| CMNBackbone=Res-50, Venue=ICCV-212020.10 | 63.7 | 62.8 | — | — | — | — | — | |
| CWTBackbone=ResNet50, Shots=5-shot, Data Augmentation=false2022.03 | 63.7 | — | 61.3 | 68.5 | 68.5 | 56.6 | — | |
| MMNetBackbone=Res-50, Venue=ICCV-212020.10 | 63.4 | 61.8 | — | — | — | — | — | |
| SCLBackbone=Res-50, Venue=CVPR-212020.10 | 62.9 | 61.8 | — | — | — | — | — | |
| SAGNNBackbone=Res-50, Venue=CVPR-212020.10 | 62.8 | 62.1 | — | — | — | — | — | |
| PFENetBackbone=Res-50, Venue=TPAMI-202020.10 | 61.9 | 60.8 | — | — | — | — | — | |
| PFENetBackbone=ResNet50, Shots=5-shot, Data Augmentation=false2022.03 | 61.9 | — | 63.1 | 70.7 | 55.8 | 57.9 | 73.9 | |
| PFENetBackbone=Res-101, Venue=TPAMI-202020.10 | 61.4 | 60.1 | — | — | — | — | — | |
| PFENetBackbone=ResNet101, Shots=5-shot, Data Augmentation=false2022.03 | 61.4 | — | 62.8 | 70.4 | 54.9 | 57.6 | 73.5 | |
| PFENetBackbone=ResNet50, Shots=1-shot, Data Augmentation=false2022.03 | 60.8 | — | 61.7 | 69.5 | 55.4 | 56.3 | 73.3 | |
| DANBackbone=ResNet101, Shots=5-shot, Data Augmentation=false2022.03 | 60.5 | — | 57.9 | 69 | 60.1 | 54.9 | 72.3 | |
| PFENetBackbone=ResNet101, Shots=1-shot, Data Augmentation=false2022.03 | 60.1 | — | 60.5 | 69.4 | 54.4 | 55.9 | 72.9 | |
| FWBBackbone=ResNet101, Shots=5-shot, Data Augmentation=false2022.03 | 59.9 | — | 54.8 | 67.4 | 62.2 | 55.3 | — | |
| RePRIBackbone=ResNet50, Shots=1-shot, Data Augmentation=false2022.03 | 59.7 | — | 59.8 | 68.3 | 62.1 | 48.5 | — | |
| RePRIBackbone=ResNet101, Shots=1-shot, Data Augmentation=false2022.03 | 59.4 | — | 59.6 | 68.6 | 62.2 | 47.2 | — | |
| ASGNetBackbone=ResNet50, Shots=1-shot, Data Augmentation=false2022.03 | 59.3 | — | 58.8 | 67.9 | 56.8 | 53.7 | 69.2 | |
| PANetBackbone=ResNet50, Shots=5-shot, Data Augmentation=false2022.03 | 59.3 | — | 55.3 | 67.2 | 61.3 | 53.2 | — | |
| ASGNetBackbone=ResNet101, Shots=1-shot, Data Augmentation=false2022.03 | 59.3 | — | 59.8 | 67.4 | 55.6 | 54.4 | 71.7 | |
| DANBackbone=ResNet101, Shots=1-shot, Data Augmentation=false2022.03 | 58.2 | — | 54.7 | 68.6 | 57.8 | 51.6 | 71.9 | |
| CWTBackbone=ResNet101, Shots=1-shot, Data Augmentation=false2022.03 | 58 | — | 56.9 | 65.2 | 61.2 | 48.8 | — | |
| CWTBackbone=ResNet50, Shots=1-shot, Data Augmentation=false2022.03 | 56.4 | — | 56.3 | 62 | 59.9 | 47.2 | — | |
| FWBBackbone=ResNet101, Shots=1-shot, Data Augmentation=false2022.03 | 56.2 | — | 51.3 | 64.5 | 56.7 | 52.2 | — | |
| PANetBackbone=Res-50, Venue=ICCV-192020.10 | 55.7 | 48.1 | — | — | — | — | — | |
| PANetBackbone=ResNet50, Shots=1-shot, Data Augmentation=false2022.03 | 49.1 | — | 44 | 57.5 | 50.8 | 44 | — | |
| BAMbackbone=ResNet-50, shots=12022.06 | — | — | — | — | — | — | 81.1 | |
| BAMbackbone=ResNet-50, shots=52022.06 | — | — | — | — | — | — | 82.18 | |
| BAM + SVFbackbone=ResNet-50, shots=12022.06 | — | — | — | — | — | — | 80.13 | |
| BAM + SVFbackbone=ResNet-50, shots=52022.06 | — | — | — | — | — | — | 83.17 | |
| baselinebackbone=ResNet-50, shots=12022.06 | — | — | — | — | — | — | 77.11 | |
| baselinebackbone=ResNet-50, shots=52022.06 | — | — | — | — | — | — | 80.56 | |
| baseline + SVFbackbone=ResNet-50, shots=12022.06 | — | — | — | — | — | — | 78.86 | |
| baseline + SVFbackbone=ResNet-50, shots=52022.06 | — | — | — | — | — | — | 82.66 | |
| PFENetbackbone=ResNet-50, shots=12022.06 | — | — | — | — | — | — | 77.35 | |
| PFENetbackbone=ResNet-50, shots=52022.06 | — | — | — | — | — | — | 82.3 | |
| PFENet + SVFbackbone=ResNet-50, shots=12022.06 | — | — | — | — | — | — | 79.07 | |
| PFENet + SVFbackbone=ResNet-50, shots=52022.06 | — | — | — | — | — | — | 82.77 |