Few-shot Semantic Segmentation on PASCAL-5^i (test)
86.9FB-IoUPGMA-Net
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PGMA-NetPretrain=CLIP, Backbone=RN101, Shot=5-shot2023.08 | 86.9 | 77.7 | 82.7 | 76.9 | 77 | 78.6 | — | — | — | — | — | — | — | — | — | — | |
| PGMA-NetPretrain=CLIP, Backbone=RN101, Shot=1-shot2023.08 | 86.2 | 76.8 | 82.3 | 75.7 | 75.7 | 77.6 | — | — | — | — | — | — | — | — | — | — | |
| PGMA-NetPretrain=CLIP, Backbone=RN50, Shot=5-shot2023.08 | 84.2 | 74 | 81.5 | 71.9 | 73.3 | 75.2 | — | — | — | — | — | — | — | — | — | — | |
| PGMA-NetPretrain=CLIP, Backbone=RN50, Shot=1-shot2023.08 | 83.5 | 73.4 | 80.8 | 70.5 | 71.7 | 74.1 | — | — | — | — | — | — | — | — | — | — | |
| VATBackbone network=ResNet101, Shot=5-shot, # learnable params=3.3M2022.07 | 83.2 | 75 | 75.2 | 68.4 | 69.5 | 72 | 54.8 | — | — | — | — | — | — | — | — | — | |
| DACM (VAT)Backbone=ResNet-101, Evaluation Protocol=5-shot, #Learnable Params=3.4M2022.07 | 83.1 | 74.2 | 76.4 | 71.1 | 71.6 | 73.3 | — | — | — | — | — | — | — | — | — | — | |
| MIANetBackbone=VGG16, Shots=5-shot2023.05 | 82.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PGMA-NetPretrain=CLIP, Backbone=ViT-B/16, Shot=5-shot2023.08 | 82.5 | 74.5 | 82.2 | 67.2 | 74.4 | 74.6 | — | — | — | — | — | — | — | — | — | — | |
| MIANetBackbone=ResNet50, Shots=5-shot2023.05 | 82.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BAMBackbone=ResNet50, Shots=5-shot2023.05 | 82.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PGMA-NetPretrain=CLIP, Backbone=ViT-B/16, Shot=1-shot2023.08 | 82.1 | 74 | 81.9 | 66.8 | 73.7 | 74.1 | — | — | — | — | — | — | — | — | — | — | |
| VATBackbone=ResNet-101, Evaluation Protocol=5-shot, #Learnable Params=3.3M2022.07 | 82 | 73.3 | 75.2 | 68.4 | 69.5 | 71.6 | — | — | — | — | — | — | — | — | — | — | |
| DACM (VAT)Backbone=ResNet-50, Evaluation Protocol=5-shot, #Learnable Params=3.3M2022.07 | 81.7 | 73.8 | 74.7 | 70.3 | 68.1 | 71.7 | — | — | — | — | — | — | — | — | — | — | |
| DACMBackbone=ResNet-101, Evaluation Protocol=5-shot, #Learnable Params=3.1M2022.07 | 81.5 | 72.7 | 75.3 | 68.3 | 69.2 | 71.4 | — | — | — | — | — | — | — | — | — | — | |
| DACMBackbone=ResNet-50, Evaluation Protocol=5-shot, #Learnable Params=3.0M2022.07 | 81.3 | 72.4 | 73.7 | 69.1 | 68.4 | 70.9 | — | — | — | — | — | — | — | — | — | — | |
| BAMBackbone=ResNet50, Shots=1-shot2023.05 | 81.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HPAPretrain=IN1K, Backbone=RN50, Shot=5-shot2023.08 | 81.1 | 70.5 | 73.3 | 68.4 | 63.4 | 68.9 | — | — | — | — | — | — | — | — | — | — | |
| VATBackbone=ResNet-50, Evaluation Protocol=5-shot, #Learnable Params=3.2M2022.07 | 80.9 | 72.4 | 73.6 | 68.6 | 65.7 | 70 | — | — | — | — | — | — | — | — | — | — | |
| VATBackbone network=ResNet50, Shot=5-shot, # learnable params=3.2M2022.07 | 80.9 | 72.4 | 73.6 | 68.6 | 65.7 | 70.1 | 54.8 | — | — | — | — | — | — | — | — | — | |
| DCAMAPretrain=IN1K, Backbone=RN101, Shot=5-shot2023.08 | 80.8 | 70.7 | 73.7 | 66.8 | 61.9 | 68.3 | — | — | — | — | — | — | — | — | — | — | |
| ABCNetPretrain=IN1K, Backbone=RN101, Shot=5-shot2023.08 | 80.8 | 71.4 | 75 | 68.2 | 63.1 | 69.4 | — | — | — | — | — | — | — | — | — | — | |
| DPCNBackbone=ResNet50, Shots=5-shot2023.05 | 80.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DPCNPretrain=IN1K, Backbone=RN50, Shot=5-shot2023.08 | 80.7 | 70 | 73.2 | 70.9 | 65.5 | 69.9 | — | — | — | — | — | — | — | — | — | — | |
| FECANetPretrain=IN1K, Backbone=RN50, Shot=5-shot2023.08 | 80.7 | 72.9 | 74 | 65.2 | 67.8 | 70 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Evaluation Protocol=5-shot, #Learnable Params=2.6M2022.07 | 80.6 | 70.3 | 73.2 | 67.4 | 67.1 | 69.5 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=ResNet-101, Evaluation Protocol=5-shot, #Learnable Params=2.6M2022.07 | 80.6 | 71.8 | 74.4 | 67 | 68.3 | 70.4 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone network=ResNet50, Shot=5-shot, # learnable params=2.6M2022.07 | 80.6 | 70.3 | 73.2 | 67.4 | 67.1 | 69.5 | 54.5 | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone network=ResNet101, Shot=5-shot, # learnable params=2.6M2022.07 | 80.6 | 71.8 | 74.4 | 67 | 68.3 | 70.4 | 54.4 | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=ResNet50, Shots=5-shot2023.05 | 80.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSNetPretrain=IN1K, Backbone=RN50, Shot=5-shot2023.08 | 80.6 | 70.3 | 73.2 | 67.4 | 67.1 | 69.5 | — | — | — | — | — | — | — | — | — | — | |
| HSNetPretrain=IN1K, Backbone=RN101, Shot=5-shot2023.08 | 80.6 | 71.8 | 74.4 | 67 | 68.3 | 70.4 | — | — | — | — | — | — | — | — | — | — | |
| HPAPretrain=IN1K, Backbone=RN101, Shot=5-shot2023.08 | 80.4 | 68 | 74.6 | 65.9 | 67.1 | 68.9 | — | — | — | — | — | — | — | — | — | — | |
| ABCNetPretrain=IN1K, Backbone=RN50, Shot=5-shot2023.08 | 80 | 71.7 | 74.2 | 65.4 | 67 | 69.6 | — | — | — | — | — | — | — | — | — | — | |
| PGMA-NetBackbone=RN50, Using CLIP=yes, Evaluation Protocol=retrain for ZSS2023.08 | 80 | — | — | — | — | 70.6 | — | — | — | — | — | 68.2 | 78.8 | 68.8 | 66.5 | — | |
| BAMBackbone=VGG16, Shots=5-shot2023.05 | 79.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VATBackbone network=ResNet101, Shot=1-shot, # learnable params=3.3M2022.07 | 79.6 | 70 | 72.5 | 64.8 | 64.2 | 67.9 | 54.7 | — | — | — | — | — | — | — | — | — | |
| MIANetBackbone=ResNet50, Shots=1-shot2023.05 | 79.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCAMAPretrain=IN1K, Backbone=RN50, Shot=5-shot2023.08 | 79.5 | 70.5 | — | 63.7 | 65.8 | 68.5 | — | — | — | — | — | — | — | — | — | — | |
| DACM (VAT)Backbone=ResNet-101, Evaluation Protocol=1-shot, #Learnable Params=3.4M2022.07 | 79.4 | 69.9 | 74.1 | 66.2 | 66 | 69.1 | — | — | — | — | — | — | — | — | — | — | |
| MIANetBackbone=VGG16, Shots=1-shot2023.05 | 79.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DACMBackbone=ResNet-101, Evaluation Protocol=1-shot, #Learnable Params=3.1M2022.07 | 78.9 | 68.7 | 73.5 | 63.4 | 64.2 | 67.5 | — | — | — | — | — | — | — | — | — | — | |
| VATBackbone=ResNet-101, Evaluation Protocol=1-shot, #Learnable Params=3.3M2022.07 | 78.8 | 68.4 | 72.5 | 64.8 | 64.2 | 67.5 | — | — | — | — | — | — | — | — | — | — | |
| FECANetPretrain=IN1K, Backbone=RN50, Shot=1-shot2023.08 | 78.7 | 69.2 | 72.3 | 62.4 | 65.7 | 67.4 | — | — | — | — | — | — | — | — | — | — | |
| DACM (VAT)Backbone=ResNet-50, Evaluation Protocol=1-shot, #Learnable Params=3.3M2022.07 | 78.6 | 68.4 | 73.1 | 63.5 | 62.2 | 66.8 | — | — | — | — | — | — | — | — | — | — | |
| ABCNetPretrain=IN1K, Backbone=RN101, Shot=1-shot2023.08 | 78.5 | 65.3 | 72.9 | 65 | 59.3 | 65.6 | — | — | — | — | — | — | — | — | — | — | |
| NTRENetBackbone=ResNet50, Shots=5-shot2023.05 | 78.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DPCNBackbone=ResNet50, Shots=1-shot2023.05 | 78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DPCNPretrain=IN1K, Backbone=RN50, Shot=1-shot2023.08 | 78 | 65.7 | 71.6 | 69.1 | 60.6 | 66.7 | — | — | — | — | — | — | — | — | — | — | |
| DACMBackbone=VGG-16, Evaluation Protocol=5-shot, #Learnable Params=3.0M2022.07 | 77.8 | 66.1 | 70.6 | 65.8 | 60.2 | 65.7 | — | — | — | — | — | — | — | — | — | — | |
| DACMBackbone=ResNet-50, Evaluation Protocol=1-shot, #Learnable Params=3.0M2022.07 | 77.8 | 66.5 | 72.6 | 62.2 | 61.3 | 65.7 | — | — | — | — | — | — | — | — | — | — | |
| VATBackbone network=ResNet50, Shot=1-shot, # learnable params=3.2M2022.07 | 77.8 | 67.6 | 72 | 62.3 | 60.1 | 65.5 | 54.4 | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=ResNet-101, Evaluation Protocol=1-shot, #Learnable Params=2.6M2022.07 | 77.6 | 67.3 | 72.3 | 62 | 63.1 | 66.2 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone network=ResNet101, Shot=1-shot, # learnable params=2.6M2022.07 | 77.6 | 67.3 | 72.3 | 62 | 63.1 | 66.2 | 53.9 | — | — | — | — | — | — | — | — | — | |
| HSNetPretrain=IN1K, Backbone=RN101, Shot=1-shot2023.08 | 77.6 | 67.3 | 72.3 | 62 | 63.1 | 66.2 | — | — | — | — | — | — | — | — | — | — | |
| DCAMAPretrain=IN1K, Backbone=RN101, Shot=1-shot2023.08 | 77.6 | 65.4 | 71.4 | 63.2 | 58.3 | 64.6 | — | — | — | — | — | — | — | — | — | — | |
| PPNetBackbone=ResNet-101, Evaluation Protocol=5-shot, #Learnable Params=50.5M2022.07 | 77.5 | 60.3 | 70 | 69.4 | 60.7 | 65.1 | — | — | — | — | — | — | — | — | — | — | |
| PPNetPretrain=IN1K, Backbone=RN101, Shot=5-shot2023.08 | 77.5 | 60.3 | 70 | 69.4 | 60.7 | 65.1 | — | — | — | — | — | — | — | — | — | — | |
| VATBackbone=ResNet-50, Evaluation Protocol=1-shot, #Learnable Params=3.2M2022.07 | 77.4 | 67.6 | 71.2 | 62.3 | 60.1 | 65.3 | — | — | — | — | — | — | — | — | — | — | |
| BAMBackbone=VGG16, Shots=1-shot2023.05 | 77.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DPCNBackbone=VGG16, Shots=5-shot2023.05 | 77.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NTRENetBackbone=ResNet50, Shots=1-shot2023.05 | 77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Evaluation Protocol=1-shot, #Learnable Params=2.6M2022.07 | 76.7 | 64.3 | 70.7 | 60.3 | 60.5 | 64 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone network=ResNet50, Shot=1-shot, # learnable params=2.6M2022.07 | 76.7 | 64.3 | 70.7 | 60.3 | 60.5 | 64 | 53.9 | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=ResNet50, Shots=1-shot2023.05 | 76.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSNetPretrain=IN1K, Backbone=RN50, Shot=1-shot2023.08 | 76.7 | 64.3 | 70.7 | 60.3 | 60.5 | 64 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=VGG-16, Evaluation Protocol=5-shot, #Learnable Params=2.6M2022.07 | 76.6 | 64.9 | 69 | 64.1 | 58.6 | 64.1 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=VGG16, Shots=5-shot2023.05 | 76.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HPAPretrain=IN1K, Backbone=RN101, Shot=1-shot2023.08 | 76.6 | 66.4 | 72.7 | 64.1 | 59.4 | 65.6 | — | — | — | — | — | — | — | — | — | — | |
| HPAPretrain=IN1K, Backbone=RN50, Shot=1-shot2023.08 | 76.4 | 65.9 | 72 | 64.7 | 56.8 | 64.8 | — | — | — | — | — | — | — | — | — | — | |
| ABCNetPretrain=IN1K, Backbone=RN50, Shot=1-shot2023.08 | 76 | 68.8 | 73.4 | 62.3 | 59.5 | 66 | — | — | — | — | — | — | — | — | — | — | |
| PPNetBackbone=ResNet-50, Evaluation Protocol=5-shot, #Learnable Params=31.5M2022.07 | 75.8 | 58.9 | 68.3 | 66.8 | 58 | 63 | — | — | — | — | — | — | — | — | — | — | |
| PPNetPretrain=IN1K, Backbone=RN50, Shot=5-shot2023.08 | 75.8 | 58.9 | 68.3 | 66.8 | 58 | 63 | — | — | — | — | — | — | — | — | — | — | |
| DCAMAPretrain=IN1K, Backbone=RN50, Shot=1-shot2023.08 | 75.7 | 67.5 | 72.3 | 59.6 | 59 | 64.6 | — | — | — | — | — | — | — | — | — | — | |
| DACMBackbone=VGG-16, Evaluation Protocol=1-shot, #Learnable Params=3.0M2022.07 | 75.5 | 61.8 | 67.8 | 61.4 | 56.3 | 61.8 | — | — | — | — | — | — | — | — | — | — | |
| CyCTRBackbone network=ResNet101, Shot=5-shot2022.07 | 75.4 | 71 | 75 | 58.5 | 65 | 67.4 | — | — | — | — | — | — | — | — | — | — | |
| ASGNetBackbone network=ResNet101, Shot=5-shot, # learnable params=10.4M2022.07 | 75.2 | 64.6 | 71.3 | 64.2 | 57.3 | 64.4 | — | — | — | — | — | — | — | — | — | — | |
| CyCTRBackbone=ResNet-101, Evaluation Protocol=5-shot2022.07 | 75 | 73.5 | 74 | 58.6 | 60.2 | 66.6 | — | — | — | — | — | — | — | — | — | — | |
| ASGNetBackbone network=ResNet50, Shot=5-shot, # learnable params=10.4M2022.07 | 74.2 | 63.4 | 70.6 | 64.2 | 57.4 | 63.9 | — | — | — | — | — | — | — | — | — | — | |
| NTRENetBackbone=VGG16, Shots=5-shot2023.05 | 74.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Shots=5-shot, Params=10.8M2020.08 | 73.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Evaluation Protocol=5-shot, #Learnable Params=10.8M2022.07 | 73.9 | 63.1 | 70.7 | 55.8 | 57.9 | 61.9 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone network=ResNet50, Shot=5-shot, # learnable params=10.8M2022.07 | 73.9 | 63.1 | 70.7 | 55.8 | 57.9 | 61.9 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet50, Shots=5-shot2023.05 | 73.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFENetPretrain=IN1K, Backbone=RN50, Shot=5-shot2023.08 | 73.9 | 63.1 | 70.7 | 55.8 | 57.9 | 61.9 | — | — | — | — | — | — | — | — | — | — | |
| DPCNBackbone=VGG16, Shots=1-shot2023.05 | 73.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-101, Shots=5-shot, Params=10.8M2020.08 | 73.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-101, Evaluation Protocol=5-shot, #Learnable Params=10.8M2022.07 | 73.5 | 62.8 | 70.4 | 54.9 | 57.6 | 61.4 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone network=ResNet101, Shot=5-shot, # learnable params=10.8M2022.07 | 73.5 | 62.8 | 70.4 | 54.9 | 57.6 | 61.4 | — | — | — | — | — | — | — | — | — | — | |
| PFENetPretrain=IN1K, Backbone=RN101, Shot=5-shot2023.08 | 73.5 | 62.8 | 70.4 | 54.9 | 57.6 | 61.4 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=VGG-16, Evaluation Protocol=1-shot, #Learnable Params=2.6M2022.07 | 73.4 | 59.6 | 65.7 | 59.6 | 54 | 59.7 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=VGG16, Shots=1-shot2023.05 | 73.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Shots=1-shot, Params=10.8M2020.08 | 73.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-50, Evaluation Protocol=1-shot, #Learnable Params=10.8M2022.07 | 73.3 | 61.7 | 69.5 | 55.4 | 56.3 | 60.8 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone network=ResNet50, Shot=1-shot, # learnable params=10.8M2022.07 | 73.3 | 61.7 | 69.5 | 55.4 | 56.3 | 60.8 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet50, Shots=1-shot2023.05 | 73.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFENetPretrain=IN1K, Backbone=RN50, Shot=1-shot2023.08 | 73.3 | 61.7 | 69.5 | 55.4 | 56.3 | 60.8 | — | — | — | — | — | — | — | — | — | — | |
| NTRENetBackbone=VGG16, Shots=1-shot2023.05 | 73.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CyCTRBackbone network=ResNet101, Shot=1-shot2022.07 | 73 | 67.2 | 71.1 | 57.6 | 59 | 63.7 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-101, Shots=1-shot, Params=10.8M2020.08 | 72.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-101, Evaluation Protocol=1-shot, #Learnable Params=10.8M2022.07 | 72.9 | 60.5 | 69.4 | 54.4 | 55.9 | 60.1 | — | — | — | — | — | — | — | — | — | — |