| PASCAL-5i | Oracle-RePRI | mIoU (Fold 0)76.8 | | 325 | 1mo ago |
| COCO 20^i (test) | LLaFS | mIoU60 | | 174 | 1mo ago |
| Multiple Datasets | DistillFSS | Inference Time (ms)47 | | 105 | 1mo ago |
| DeepGlobe | DCDNet | mIoU62.5 | | 83 | 26d ago |
| PASCAL 5i (val) | HDMNet + AENet | mIoU (Mean)74.2 | | 83 | 1mo ago |
| Chest X-Ray | MPA (w/ Source-Training) | mIoU91 | | 82 | 26d ago |
| COCO-20^i | HMNet | mIoU (S0)53.4 | | 78 | 1mo ago |
| Pascal-5^i 1-way 1-shot | MSANet | mIoU69.13 | | 71 | 1mo ago |
| COCO 20^i (val) | PGMA-Net | Mean Score61.8 | | 55 | 1mo ago |
| FSS-1000 (test) | DACM | mIoU91.7 | | 50 | 1mo ago |
| Polyp | AAD | mIoU62.25 | | 48 | 1mo ago |
| Pascal-5i | HSNet | mIoU (5^0)71.8 | | 46 | 1mo ago |
| PASCAL-5i 5-shot | FPTrans | mIoU78 | | 44 | 1mo ago |
| Pascal 5^i (test) | VAT + MSI | mIoU (S0)73.6 | | 42 | 1mo ago |
| PASCAL VOC | HSNet | mIoU70.4 | | 40 | 1mo ago |
| MS COCO | Class-Contrastive Approach for GFSSeg | mIoU50.6 | | 36 | 1mo ago |
| ISIC 2018 | SSP | mIoU65.4 | | 29 | 1mo ago |
| BCV Liver (in-domain) | PNODE | Dice (Clean)83 | | 24 | 1mo ago |
| FSS-1000 | DCDNet | mIoU83.3 | | 22 | 26d ago |
| ISIC | DCDNet | mIoU79.8 | | 22 | 26d ago |
| COCO-20 | CST | mIoU48.7 | | 22 | 1mo ago |
| BCV Spleen in-domain (novel classes) | PNODE | Dice Score60 | | 20 | 1mo ago |
| FSS-1000 1.0 (test) | VAT | mIoU90.6 | | 20 | 1mo ago |
| Leaf diseases Agriculture | AAD | mIoU (1-shot)34.37 | | 19 | 1mo ago |
| Steel defect Industrial | AAD | 1-shot mIoU15.36 | | 19 | 1mo ago |
