| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PASCAL-5i | Oracle-RePRI | mIoU (Fold 0)76.8 | 325 | 4mo ago | |
| COCO 20^i (test) | LLaFS | mIoU60 | 174 | 4mo ago | |
| Multiple Datasets | DistillFSS | Inference Time (ms)47 | 105 | 4mo ago | |
| DeepGlobe | DCDNet | mIoU62.5 | 93 | 24d ago | |
| PASCAL 5i (val) | HDMNet + AENet | mIoU (Mean)74.2 | 83 | 4mo ago | |
| Chest X-Ray | MPA (w/ Source-Training) | mIoU91 | 82 | 4mo ago | |
| COCO-20^i | HMNet | mIoU (S0)53.4 | 78 | 24d ago | |
| Pascal-5i | TLG | mIoU (5^0)75.9 | 77 | 29d ago | |
| Pascal-5^i 1-way 1-shot | MSANet | mIoU69.13 | 71 | 4mo ago | |
| FSS-1000 (test) | DACM | mIoU91.7 | 64 | 26d ago | |
| COCO 20^i (val) | PGMA-Net | Mean Score61.8 | 55 | 4mo ago | |
| ISIC 2018 | HERA (DINOv3) | mIoU73.6 | 51 | 2mo ago | |
| Polyp | AAD | mIoU62.25 | 48 | 4mo ago | |
| PASCAL-5i 5-shot | FPTrans | mIoU78 | 44 | 4mo ago | |
| Pascal 5^i (test) | VAT + MSI | mIoU (S0)73.6 | 42 | 4mo ago | |
| PASCAL VOC | HSNet | mIoU70.4 | 40 | 4mo ago | |
| MS COCO | Class-Contrastive Approach for GFSSeg | mIoU50.6 | 36 | 4mo ago | |
| ISIC | DCDNet | mIoU79.8 | 34 | 24d ago | |
| BCV Liver (in-domain) | PNODE | Dice (Clean)83 | 24 | 4mo ago | |
| FSS-1000 | GF-SAM | mIoU (1-shot)86.51 | 23 | 1mo ago | |
| SUIM | FROST | mIoU70.1 | 23 | 24d ago | |
| COCO-20 | CST | mIoU48.7 | 22 | 4mo ago | |
| BCV Spleen in-domain (novel classes) | PNODE | Dice Score60 | 20 | 4mo ago | |
| FSS-1000 1.0 (test) | VAT | mIoU90.6 | 20 | 4mo ago | |
| ISIC 2017 | M2C | Dice Score82.1 | 19 | 29d ago |
