Few-Shot Semantic Segmentation on PASCAL-5i
82.6mIoUGF-SAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GF-SAMShots=5, In-domain training=false, Type=generalist model2024.10 | 82.6 | — | |
| DGPNetBackbone=ResNet101, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 75.4 | — | |
| MatcherShots=5, In-domain training=false, Type=generalist model2024.10 | 74 | — | |
| AMFormerShots=5, In-domain training=true, Type=specialist model2024.10 | 73.6 | — | |
| DGPNetBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 73.5 | — | |
| GF-SAMShots=1, In-domain training=false, Type=generalist model2024.10 | 72.1 | — | |
| VATShots=5, In-domain training=true, Type=specialist model2024.10 | 72 | — | |
| VRP-SAMShots=1, In-domain training=false, Type=generalist model2024.10 | 71.9 | — | |
| HDMNetShots=5, In-domain training=true, Type=specialist model2024.10 | 71.8 | — | |
| AMFormerShots=1, In-domain training=true, Type=specialist model2024.10 | 70.7 | — | |
| HSNetBackbone=ResNet101, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 70.4 | — | |
| HSNetShots=5, In-domain training=true, Type=specialist model2024.10 | 70.4 | — | |
| HSNetBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 69.5 | — | |
| HDMNetShots=1, In-domain training=true, Type=specialist model2024.10 | 69.4 | — | |
| MLCBackbone=ResNet101, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 68.8 | — | |
| FPTransBackbone=DeiT-B/16, Params (M)=159, GFLOPs=271.82022.10 | 68.8 | — | |
| MatcherShots=1, In-domain training=false, Type=generalist model2024.10 | 68.1 | — | |
| VATShots=1, In-domain training=true, Type=specialist model2024.10 | 67.9 | — | |
| BAMBackbone=ResNet-50, Params (M)=52, GFLOPs=302.22022.10 | 67.8 | — | |
| BAMBackbone=ResNet-101, Params (M)=71, GFLOPs=438.92022.10 | 67.5 | — | |
| RePriBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 66.8 | — | |
| CyCTRBackbone=ResNet101, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 66.6 | — | |
| HSNetBackbone=ResNet101, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 66.2 | — | |
| HSNetBackbone=ResNet-101, Params (M)=47, GFLOPs=145.02022.10 | 66.2 | — | |
| HSNetShots=1, In-domain training=true, Type=specialist model2024.10 | 66.2 | — | |
| MLCBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 66.1 | — | |
| CyCTRBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 65.6 | — | |
| RePriBackbone=ResNet101, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 65.6 | — | |
| FPTransBackbone=DeiT-S/16, Params (M)=41, GFLOPs=80.72022.10 | 65.3 | — | |
| DGPNetBackbone=ResNet101, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 64.8 | — | |
| CWTBackbone=ResNet101, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 64.7 | — | |
| FPTransBackbone=ViT-B/16, Params (M)=145, GFLOPs=247.22022.10 | 64.7 | — | |
| ASGNetBackbone=ResNet101, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 64.4 | — | |
| CyCTRBackbone=ResNet101, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 64.3 | — | |
| CyCTRBackbone=ResNet-101, Params (M)=59, GFLOPs=381.12022.10 | 64.3 | — | |
| CyCTRBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 64.2 | — | |
| CyCTRBackbone=ResNet-50, Params (M)=37, GFLOPs=244.72022.10 | 64.2 | — | |
| HSNetBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 64 | — | |
| HSNetBackbone=ResNet-50, Params (M)=28, GFLOPs=95.92022.10 | 64 | — | |
| CWTBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 63.7 | — | |
| CMNBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 63.7 | — | |
| DGPNetBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 63.5 | — | |
| SCLBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 62.9 | — | |
| SAGNNBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 62.8 | — | |
| CMNBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 62.8 | — | |
| MLCBackbone=ResNet101, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 62.6 | — | |
| SAGNNBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 62.1 | — | |
| MLCBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 62.1 | — | |
| PPNetBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 62 | — | |
| PFENetBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 61.9 | — | |
| SCLBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 61.8 | — | |
| MMNetBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 61.8 | — | |
| PFENetBackbone=ResNet101, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 61.4 | — | |
| PFENetBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 60.8 | — | |
| PFENetBackbone=ResNet-50, Params (M)=34, GFLOPs=231.22022.10 | 60.8 | — | |
| LTMBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 60.6 | — | |
| DENetBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 60.5 | — | |
| DANBackbone=ResNet101, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 60.5 | — | |
| VPIBackbone=ResNet101, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 60.4 | — | |
| MMNetBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 60.2 | — | |
| DENetBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 60.1 | — | |
| PFENetBackbone=ResNet101, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 60.1 | — | |
| PFENetBackbone=ResNet-101, Params (M)=53, GFLOPs=367.92022.10 | 60.1 | — | |
| FWBBackbone=ResNet101, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 60 | — | |
| MFNetNumber of ways=2-way, Number of shots=5-shot2021.10 | 59.7 | — | |
| FPTransBackbone=DeiT-T/16, Params (M)=11, GFLOPs=26.72022.10 | 59.7 | — | |
| RePriBackbone=ResNet101, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 59.4 | — | |
| ASGNetBackbone=ResNet101, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 59.3 | — | |
| RePriBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 59.1 | — | |
| CRNetBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 58.8 | — | |
| PGNetBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 58.5 | — | |
| DANBackbone=ResNet101, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 58.2 | — | |
| CWTBackbone=ResNet101, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 58 | — | |
| RPMMBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 57.3 | — | |
| VPIBackbone=ResNet101, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 57.3 | — | |
| CANetBackbone=ResNet50, Shot=5-shot, Resolution=384x384, Number of episodes=5k2021.10 | 57.1 | — | |
| LTMBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 57 | — | |
| CWTBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 56.4 | — | |
| RPMMBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 56.3 | — | |
| FWBBackbone=ResNet101, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 56.2 | — | |
| PGNetBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 56 | — | |
| CRNetBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 55.7 | — | |
| CANetBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 55.4 | — | |
| MFNetNumber of ways=2-way, Number of shots=1-shot2021.10 | 54.5 | 0.057 | |
| CyCTRNumber of ways=2-way, Number of shots=5-shot2021.10 | 54.1 | — | |
| PPNetBackbone=ResNet50, Shot=1-shot, Resolution=384x384, Number of episodes=5k2021.10 | 51.5 | — | |
| PerSAM-FShots=1, In-domain training=false, Type=generalist model2024.10 | 48.5 | — | |
| PFENetNumber of ways=2-way, Number of shots=5-shot2021.10 | 48.4 | — | |
| MFNetWays=2-way, Shots=5-shot, Evaluation Setup=[27]2021.10 | 47.8 | — | |
| CyCTRNumber of ways=2-way, Number of shots=1-shot2021.10 | 47.6 | 0.118 | |
| MetaSegWays=2-way, Shots=5-shot, Evaluation Setup=[27]2021.10 | 43.3 | — | |
| PerSAMShots=1, In-domain training=false, Type=generalist model2024.10 | 43.1 | — | |
| PLSEGWays=2-way, Shots=5-shot, Evaluation Setup=[27]2021.10 | 42.6 | — | |
| PFENetNumber of ways=2-way, Number of shots=1-shot2021.10 | 42.3 | 0.096 | |
| PANetWays=2-way, Shots=5-shot, Evaluation Setup=[27]2021.10 | 41.3 | — | |
| SG-OneWays=2-way, Shots=5-shot, Evaluation Setup=[27]2021.10 | 39.4 | — |