Few-Shot Semantic Segmentation on FSS-1000
90.8mIoUVAT
Evaluation results
| Method | Links | |
|---|---|---|
| VATShots=5, In-domain training=true, Type=specialist model2024.10 | 90.8 | |
| VATShots=1, In-domain training=true, Type=specialist model2024.10 | 90.3 | |
| MatcherShots=5, In-domain training=false, Type=generalist model2024.10 | 89.6 | |
| GF-SAMShots=5, In-domain training=false, Type=generalist model2024.10 | 88.9 | |
| HSNetShots=5, In-domain training=true, Type=specialist model2024.10 | 88.5 | |
| DifFSS (DCAMA)Backbone=ResNet-50, Shot=1-shot2023.07 | 88.4 | |
| DCAMABackbone=ResNet-50, Shot=1-shot2023.07 | 88.2 | |
| GF-SAMShots=1, In-domain training=false, Type=generalist model2024.10 | 88 | |
| MatcherShots=1, In-domain training=false, Type=generalist model2024.10 | 87 | |
| HSNetShots=1, In-domain training=true, Type=specialist model2024.10 | 86.5 | |
| DifFSS (HSNet)Backbone=ResNet-50, Shot=1-shot2023.07 | 86.2 | |
| HSNetBackbone=ResNet-50, Shot=1-shot2023.07 | 85.5 | |
| CPSShots=5-shot2026.02 | 82.8 | |
| IFAShots=5-shot2026.02 | 82.4 | |
| IFABackbone=Res-50, Shot=5-shot2026.02 | 82.4 | |
| CPSShots=1-shot2026.02 | 81.7 | |
| MPA (w/ Source-Training)Backbone=Res-50, Shot=1-shot2026.02 | 81.4 | |
| MPA (w/ Source-Training)Backbone=Res-50, Shot=5-shot2026.02 | 81.4 | |
| PATNetShots=5-shot2026.02 | 81.2 | |
| PATNetBackbone=Res-50, Shot=5-shot2026.02 | 81.2 | |
| HSNetShots=5-shot2026.02 | 81 | |
| HSNetBackbone=Res-50, Shot=5-shot2026.02 | 81 | |
| MPA (w/o Source-Training)Backbone=Res-50, Shot=5-shot2026.02 | 80.8 | |
| DR-AdapterShots=5-shot2026.02 | 80.4 | |
| DR-AdapterBackbone=Res-50, Shot=5-shot2026.02 | 80.4 | |
| MPA (w/o Source-Training)Backbone=Res-50, Shot=1-shot2026.02 | 80.2 | |
| IFAShots=1-shot2026.02 | 80.1 | |
| IFABackbone=Res-50, Shot=1-shot2026.02 | 80.1 | |
| SSPShots=5-shot2026.02 | 79.4 | |
| SSPBackbone=Res-50, Shot=5-shot2026.02 | 79.4 | |
| DR-AdapterShots=1-shot2026.02 | 79.1 | |
| DR-AdapterBackbone=Res-50, Shot=1-shot2026.02 | 79.1 | |
| PATNetShots=1-shot2026.02 | 78.6 | |
| PATNetBackbone=Res-50, Shot=1-shot2026.02 | 78.6 | |
| HSNetShots=1-shot2026.02 | 77.5 | |
| HSNetBackbone=Res-50, Shot=1-shot2026.02 | 77.5 | |
| SSPShots=1-shot2026.02 | 77 | |
| SSPBackbone=Res-50, Shot=1-shot2026.02 | 77 | |
| ABCDFSSShots=5-shot2026.02 | 76.2 | |
| PATNetBackbone=Vgg-16, Shot=5-shot2026.02 | 76.2 | |
| ABCDFSSBackbone=Res-50, Shot=5-shot2026.02 | 76.2 | |
| PerSAM-FShots=1, In-domain training=false, Type=generalist model2024.10 | 75.6 | |
| PerSAM-FShots=1-shot2026.02 | 75.6 | |
| ABCDFSSShots=1-shot2026.02 | 74.6 | |
| ABCDFSSBackbone=Res-50, Shot=1-shot2026.02 | 74.6 | |
| RePRIShots=5-shot2026.02 | 74.2 | |
| RePRIBackbone=Res-50, Shot=5-shot2026.02 | 74.2 | |
| CaNetBackbone=Res-50, Shot=5-shot2026.02 | 72 | |
| PANetBackbone=Res-50, Shot=5-shot2026.02 | 71.7 | |
| PATNetBackbone=Vgg-16, Shot=1-shot2026.02 | 71.6 | |
| PerSAMShots=1, In-domain training=false, Type=generalist model2024.10 | 71.2 | |
| PerSAMShots=1-shot2026.02 | 71.2 | |
| RePRIShots=1-shot2026.02 | 71 | |
| RePRIBackbone=Res-50, Shot=1-shot2026.02 | 71 | |
| PFENetBackbone=Res-50, Shot=1-shot2026.02 | 70.9 | |
| CaNetBackbone=Res-50, Shot=1-shot2026.02 | 70.7 | |
| PFENetBackbone=Res-50, Shot=5-shot2026.02 | 70.5 | |
| PANetBackbone=Res-50, Shot=1-shot2026.02 | 69.2 | |
| RPMMsBackbone=Res-50, Shot=5-shot2026.02 | 67.1 | |
| RPMMsBackbone=Res-50, Shot=1-shot2026.02 | 65.1 | |
| PGNetBackbone=Res-50, Shot=5-shot2026.02 | 62.7 | |
| PGNetBackbone=Res-50, Shot=1-shot2026.02 | 62.4 | |
| AMPBackbone=Vgg-16, Shot=5-shot2026.02 | 59.2 | |
| AMPBackbone=Vgg-16, Shot=1-shot2026.02 | 57.2 |