Few-shot Segmentation on COCO 20^i (test)
60mIoULLaFS
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| LLaFSShot=5-shot2023.11 | 60 | — | — | — | — | — | 53.2 | 63.8 | 63.1 | 60 | |
| FPTransBackbone=DeiT-B/16, Shots=5-shot2022.10 | 58.9 | 54.2 | 62.5 | 61.3 | 57.6 | — | — | — | — | — | |
| SCCANBackbone=ResNet101, Shot=5-shot2023.08 | 57 | 49.4 | 61.7 | 61.9 | 55 | 74.8 | — | — | — | — | |
| BaselineBackbone=DeiT-B/16, Shots=5-shot2022.10 | 56.8 | 53.9 | 60.1 | 58.9 | 54.4 | — | — | — | — | — | |
| SCCANBackbone=ResNet-101, Shots=5-shot, Resize Method=HSNet [24]2023.08 | 56.7 | 49.4 | 61.4 | 60.2 | 55.8 | 74.8 | — | — | — | — | |
| HDMNetConference=CVPR'23, Shot=5-shot2023.11 | 56 | — | — | — | — | — | 50.6 | 61.6 | 55.7 | 56 | |
| SCCAN†Backbone=ResNet101, Shot=5-shot2023.08 | 55.1 | 49 | 59.3 | 59.4 | 52.7 | 73.4 | — | — | — | — | |
| SCCANBackbone=ResNet-101, Shots=5-shot, Resize Method=PFENet [32]2023.08 | 54.1 | 47.8 | 58.5 | 56.6 | 53.4 | 73.2 | — | — | — | — | |
| VAT + MSIBackbone=ResNet101, Shot=5-shot2022.12 | 54 | 49.3 | 58 | 56.1 | 52.7 | — | — | — | — | — | |
| SCCANBackbone=ResNet-50, Shots=5-shot, Resize Method=HSNet [24]2023.08 | 53.9 | 47.6 | 57.7 | 57.5 | 53 | 74.2 | — | — | — | — | |
| SCCANBackbone=ResNet50, Shot=5-shot2023.08 | 53.9 | 47.2 | 57.2 | 59.2 | 52.1 | 74.2 | — | — | — | — | |
| LLaFSShot=1-shot2023.11 | 53.9 | — | — | — | — | — | 47.5 | 58.8 | 56.2 | 53 | |
| SCCANConference=ICCV'23, Shot=5-shot2023.11 | 53.9 | — | — | — | — | — | 47.2 | 57.2 | 59.2 | 52.1 | |
| FPTransBackbone=ViT-B/16, Shots=5-shot2022.10 | 53.8 | 49.9 | 56.5 | 55.4 | 53.2 | — | — | — | — | — | |
| MIANetConference=CVPR'23, Shot=5-shot2023.11 | 53.3 | — | — | — | — | — | 58.2 | 51.3 | 51.9 | 51.7 | |
| MSIConference=ICCV'23, Shot=5-shot2023.11 | 53 | — | — | — | — | — | 47.1 | 54.9 | 54.1 | 51.9 | |
| HSNet + MSIBackbone=ResNet101, Shot=5-shot2022.12 | 52.6 | 48 | 57.3 | 52.6 | 52.6 | — | — | — | — | — | |
| SCCAN†Backbone=ResNet50, Shot=5-shot2023.08 | 52.3 | 45.7 | 56.4 | 56.5 | 50.7 | 72.2 | — | — | — | — | |
| VAT + MSIBackbone=ResNet50, Shot=5-shot2022.12 | 52 | 47.1 | 54.9 | 54.1 | 51.9 | — | — | — | — | — | |
| DCAMABackbone=ResNet101, Shot=5-shot2023.08 | 51.9 | 48 | 58 | 54.3 | 47.1 | 73.3 | — | — | — | — | |
| DCAMABackbone=ResNet101, Shot=5-shot2022.12 | 51.9 | 48 | 58 | 54.3 | 47.1 | — | — | — | — | — | |
| BAMBackbone=Res-50, Shots=5-shot2022.10 | 51.2 | 49.3 | 54.2 | 51.6 | 49.6 | — | — | — | — | — | |
| BAMBackbone=ResNet50, Shot=5-shot2022.12 | 51.2 | 49.3 | 54.2 | 51.6 | 49.6 | — | — | — | — | — | |
| BAMConference=CVPR'22, Shot=5-shot2023.11 | 51.2 | — | — | — | — | — | 49.3 | 54.2 | 51.6 | 49.6 | |
| MCEBackbone=ResNet-50, Shot count=5-shot2023.08 | 51.04 | — | — | — | — | — | 47.8 | 55.24 | 50.78 | 50.33 | |
| SCCANBackbone=ResNet-50, Shots=5-shot, Resize Method=PFENet [32]2023.08 | 50.9 | 45.4 | 54.7 | 52.7 | 50.7 | 71.8 | — | — | — | — | |
| BaselineBackbone=ViT-B/16, Shots=5-shot2022.10 | 50.8 | 48.2 | 53.5 | 52.9 | 48.8 | — | — | — | — | — | |
| HSNet + MSIBackbone=ResNet50, Shot=5-shot2022.12 | 50.3 | 45.3 | 53.5 | 53.1 | 49.3 | — | — | — | — | — | |
| HDMNetConference=CVPR'23, Shot=1-shot2023.11 | 50 | — | — | — | — | — | 43.8 | 55.3 | 51.6 | 49.4 | |
| DCAMABackbone=ResNet-101, Shots=5-shot, Resize Method=HSNet [24]2023.08 | 49.9 | 45.7 | 54.7 | 52.7 | 46.4 | 67.5 | — | — | — | — | |
| VAT + MSIBackbone=ResNet101, Shot=1-shot2022.12 | 49.8 | 44.8 | 54.2 | 52.3 | 48 | — | — | — | — | — | |
| HSNetBackbone=Res-101, Shots=5-shot2022.10 | 49.5 | 45.9 | 53 | 51.8 | 47.1 | — | — | — | — | — | |
| HSNetBackbone=ResNet101, Shot=5-shot2022.12 | 49.5 | 45.9 | 53 | 51.8 | 47.1 | — | — | — | — | — | |
| ASNetBackbone=ResNet101, Shot=5-shot2022.12 | 49.5 | 48 | 52.1 | 49.7 | 48.2 | — | — | — | — | — | |
| VATBackbone=ResNet101, Shot=5-shot2022.12 | 49.4 | 45.2 | 54.1 | 51.1 | 47.1 | — | — | — | — | — | |
| DACM (VAT)Backbone=ResNet-50, Evaluation Protocol=5-shot2022.07 | 49.2 | 45.2 | 52.2 | 51.5 | 47.7 | 72.9 | — | — | — | — | |
| ABCNetConference=CVPR'23, Shot=5-shot2023.11 | 49.1 | — | — | — | — | — | 45.1 | 51.7 | 52.6 | 46.4 | |
| BAM*Backbone=ResNet-50, Shot count=5-shot2023.08 | 49.04 | — | — | — | — | — | 46.98 | 51.87 | 49.49 | 47.81 | |
| ASNet + MSIBackbone=ResNet101, Shot=5-shot2022.12 | 48.9 | 47.7 | 49.9 | 49 | 48.8 | — | — | — | — | — | |
| HSNet†Backbone=ResNet101, Shot=5-shot2023.08 | 48.5 | 45.1 | 52.3 | 48.5 | 47.9 | 72.1 | — | — | — | — | |
| BAM+SVFBackbone=ResNet-502022.06 | 48.47 | — | — | — | — | — | 46.87 | 53.8 | 48.43 | 44.78 | |
| MM-FormerConference=NeurIPS'22, Shot=5-shot2023.11 | 48.4 | — | — | — | — | — | 44 | 52.4 | 47.4 | 50 | |
| IPMTConference=NeurIPS'22, Shot=5-shot2023.11 | 48.4 | — | — | — | — | — | 49.7 | 48.7 | 47.9 | 47.5 | |
| DCAMABackbone=ResNet50, Shot=5-shot2023.08 | 48.3 | 45.9 | 50.5 | 50.7 | 46 | 71.7 | — | — | — | — | |
| DCAMABackbone=ResNet50, Shot=5-shot2022.12 | 48.3 | 45.9 | 50.5 | 50.7 | 46 | — | — | — | — | — | |
| SCCANBackbone=ResNet101, Shot=1-shot2023.08 | 48.2 | 42.6 | 51.4 | 50 | 48.8 | 69.7 | — | — | — | — | |
| DACMBackbone=ResNet-50, Evaluation Protocol=5-shot2022.07 | 48.1 | 44.6 | 52 | 49.2 | 46.4 | 71.6 | — | — | — | — | |
| PFENet+SVFBackbone=ResNet-502022.06 | 48.02 | — | — | — | — | — | 46.88 | 50.86 | 47.69 | 46.64 | |
| SCCANBackbone=ResNet-101, Shots=1-shot, Resize Method=HSNet [24]2023.08 | 48 | 42.3 | 52.2 | 49.5 | 47.9 | 69.8 | — | — | — | — | |
| VATBackbone=ResNet-50, Evaluation Protocol=5-shot2022.07 | 47.9 | 44.1 | 51.1 | 50.2 | 46.1 | 72.4 | — | — | — | — | |
| ASNetBackbone=ResNet50, Shot=5-shot2022.12 | 47.9 | 47.6 | 50.1 | 47.7 | 46.4 | — | — | — | — | — | |
| VATBackbone=ResNet50, Shot=5-shot2022.12 | 47.9 | 44.1 | 51.1 | 50.2 | 46.1 | — | — | — | — | — | |
| ASNet + MSIBackbone=ResNet50, Shot=5-shot2022.12 | 47.8 | 46 | 50.7 | 47.5 | 46.9 | — | — | — | — | — | |
| HSNetBackbone=ResNet-101, Shots=5-shot, Resize Method=PFENet [32]2023.08 | 47.7 | 43.2 | 51.4 | 48.9 | 47.3 | 69.9 | — | — | — | — | |
| HSNet + MSIBackbone=ResNet101, Shot=1-shot2022.12 | 47.6 | 42.4 | 50.1 | 49.5 | 48.3 | — | — | — | — | — | |
| DCAMABackbone=ResNet-50, Shots=5-shot, Resize Method=HSNet [24]2023.08 | 47.2 | 43.5 | 49.2 | 49.6 | 46.3 | 66.2 | — | — | — | — | |
| VAT†Backbone=ResNet50, Shot=5-shot2023.08 | 47.2 | 45.2 | 50.1 | 48 | 45.6 | 71.6 | — | — | — | — | |
| FPTransBackbone=DeiT-B/16, Shots=1-shot2022.10 | 47 | 44.4 | 48.9 | 50.6 | 44 | — | — | — | — | — | |
| SCCAN†Backbone=ResNet101, Shot=1-shot2023.08 | 47 | 41.7 | 51.3 | 48.4 | 46.7 | 68.5 | — | — | — | — | |
| HSNetBackbone=ResNet-50, Evaluation Protocol=5-shot2022.07 | 46.9 | 43.3 | 51.3 | 48.2 | 45 | 70.7 | — | — | — | — | |
| HSNetBackbone=Res-50, Shots=5-shot2022.10 | 46.9 | 43.3 | 51.3 | 48.2 | 45 | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shot count=5-shot2023.08 | 46.9 | — | — | — | — | — | 43.3 | 51.3 | 48.2 | 45 | |
| HSNetBackbone=ResNet50, Shot=5-shot2022.12 | 46.9 | 43.3 | 51.3 | 48.2 | 45 | — | — | — | — | — | |
| AAFormerConference=ECCV'22, Shot=5-shot2023.11 | 46.9 | — | — | — | — | — | 42.9 | 50.1 | 45.5 | 49.2 | |
| VAT + MSIBackbone=ResNet50, Shot=1-shot2022.12 | 46.8 | 42.4 | 49.2 | 49.4 | 46.1 | — | — | — | — | — | |
| MSIConference=ICCV'23, Shot=1-shot2023.11 | 46.8 | — | — | — | — | — | 42.4 | 49.2 | 49.4 | 46.1 | |
| SCCANBackbone=ResNet-101, Shots=1-shot, Resize Method=PFENet [32]2023.08 | 46.4 | 41 | 51.5 | 46.9 | 46.1 | 68.3 | — | — | — | — | |
| HSNet†Backbone=ResNet50, Shot=5-shot2023.08 | 46.4 | 44.4 | 49.7 | 46.1 | 45.5 | 70.9 | — | — | — | — | |
| SCCANBackbone=ResNet50, Shot=1-shot2023.08 | 46.3 | 40.4 | 49.7 | 49.6 | 45.6 | 69.9 | — | — | — | — | |
| ABCNetConference=CVPR'23, Shot=1-shot2023.11 | 46.3 | — | — | — | — | — | 42.5 | 53 | 47.8 | 42 | |
| SCCANConference=ICCV'23, Shot=1-shot2023.11 | 46.3 | — | — | — | — | — | 40.4 | 49.7 | 49.6 | 45.6 | |
| BAMBackbone=ResNet-502022.06 | 46.23 | — | — | — | — | — | 43.41 | 50.59 | 47.49 | 43.42 | |
| BAMBackbone=Res-50, Shots=1-shot2022.10 | 46.2 | 43.4 | 50.6 | 47.5 | 43.4 | — | — | — | — | — | |
| BAMBackbone=ResNet50, Shot=1-shot2022.12 | 46.2 | 43.4 | 50.6 | 47.5 | 43.4 | — | — | — | — | — | |
| BAMConference=CVPR'22, Shot=1-shot2023.11 | 46.2 | — | — | — | — | — | 43.4 | 50.6 | 47.5 | 43.4 | |
| VATBackbone=ResNet-50, Shots=5-shot, Resize Method=PFENet [32]2023.08 | 46.1 | 41.9 | 49.7 | 48.3 | 44.4 | 69.4 | — | — | — | — | |
| PFENetBackbone=ResNet-502022.06 | 46.05 | — | — | — | — | — | 44.93 | 50.32 | 44.68 | 44.26 | |
| SCCANBackbone=ResNet-50, Shots=1-shot, Resize Method=HSNet [24]2023.08 | 45.8 | 39.8 | 50.2 | 47.7 | 45.7 | 69.7 | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shots=5-shot, Resize Method=PFENet [32]2023.08 | 45.7 | 41.9 | 49.8 | 46.7 | 44.3 | 69 | — | — | — | — | |
| CyCTRBackbone=ResNet-50, Evaluation Protocol=5-shot2022.07 | 45.6 | 41.1 | 48.9 | 45.2 | 47 | — | — | — | — | — | |
| CyCTRBackbone=ResNet-50, Shot count=5-shot2023.08 | 45.6 | — | — | — | — | — | 41.1 | 48.9 | 45.2 | 47 | |
| CyCTRBackbone=ResNet50, Shot=5-shot2023.08 | 45.6 | 41.1 | 48.9 | 45.2 | 47 | — | — | — | — | — | |
| CyCTRBackbone=ResNet50, Shot=5-shot2022.12 | 45.6 | 41.1 | 48.9 | 45.2 | 47 | — | — | — | — | — | |
| HSNet + MSIBackbone=ResNet50, Shot=1-shot2022.12 | 45.5 | 40.9 | 46.9 | 48.8 | 45.3 | — | — | — | — | — | |
| MIANetConference=CVPR'23, Shot=1-shot2023.11 | 45.5 | — | — | — | — | — | 42.3 | 46.2 | 46 | 47.4 | |
| SCCAN†Backbone=ResNet50, Shot=1-shot2023.08 | 45.1 | 39.5 | 49.3 | 47.3 | 44.3 | 68.5 | — | — | — | — | |
| MLCBackbone=ResNet101, Shot=5-shot2023.08 | 44.4 | 57 | 46.2 | 37.3 | 37.2 | — | — | — | — | — | |
| MCEBackbone=ResNet-50, Shot count=1-shot2023.08 | 44.22 | — | — | — | — | — | 42.13 | 48.3 | 43.68 | 42.76 | |
| SCCANBackbone=ResNet-50, Shots=1-shot, Resize Method=PFENet [32]2023.08 | 44.2 | 38.5 | 49.1 | 45.4 | 43.7 | 68.1 | — | — | — | — | |
| MM-FormerConference=NeurIPS'22, Shot=1-shot2023.11 | 44.2 | — | — | — | — | — | 40.5 | 47.7 | 45.2 | 43.3 | |
| BaselineBackbone=DeiT-B/16, Shots=1-shot2022.10 | 44.1 | 41.8 | 45.4 | 48.8 | 40.3 | — | — | — | — | — | |
| SSPConference=ECCV'22, Shot=5-shot2023.11 | 44.1 | — | — | — | — | — | 40.6 | 47 | 45.1 | 43.9 | |
| ASNet + MSIBackbone=ResNet101, Shot=1-shot2022.12 | 44 | 42.9 | 45.2 | 44.3 | 43.4 | — | — | — | — | — | |
| BAM+SVFBackbone=VGG-162022.06 | 43.76 | — | — | — | — | — | 40.21 | 46.62 | 46.23 | 41.97 | |
| baseline+SVFBackbone=ResNet-502022.06 | 43.72 | — | — | — | — | — | 44.22 | 46.38 | 42.65 | 41.65 | |
| BAMBackbone=VGG-162022.06 | 43.5 | — | — | — | — | — | 38.96 | 47.04 | 46.41 | 41.57 | |
| DCAMABackbone=ResNet101, Shot=1-shot2023.08 | 43.5 | 41.5 | 46.2 | 45.2 | 41.3 | 69.9 | — | — | — | — | |
| DCAMABackbone=ResNet101, Shot=1-shot2022.12 | 43.5 | 41.5 | 46.2 | 45.2 | 41.3 | — | — | — | — | — | |
| ASNet + MSIBackbone=ResNet50, Shot=1-shot2022.12 | 43.4 | 41.5 | 46.3 | 43.5 | 42.1 | — | — | — | — | — | |
| DCAMABackbone=ResNet50, Shot=1-shot2023.08 | 43.3 | 41.9 | 45.1 | 44.4 | 41.7 | 69.5 | — | — | — | — |