Nuclei Segmentation on MoNuSeg (test)
82.85Dice Scoreprompt-free lightweight SAM adaptation
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| prompt-free lightweight SAM adaptationParams (M)=4.12026.03 | 82.85 | — | — | — | — | — | 70.85 | |
| TSCA-NetParams (M)=~ 252026.03 | 80.23 | — | — | — | — | — | 67.13 | |
| UCTransNetParams (M)=662026.03 | 79.08 | — | — | — | — | — | 65.5 | |
| Swin-UnetParams (M)=492026.03 | 78.25 | — | — | — | — | — | 64.61 | |
| SAMParams (M)=932026.03 | 76.6 | — | — | — | — | — | 62.3 | |
| SAM + LoRAParams (M)=0.192026.03 | 76.47 | — | — | — | — | — | 62.14 | |
| UNetParams (M)=312026.03 | 68.99 | — | — | — | — | — | 53.2 | |
| Trans-SAMParams (M)=962026.03 | 56.92 | — | — | — | — | — | 40.99 | |
| CircleFormer-D-JointBackbone=ResNet502023.08 | — | 44.4 | 84.5 | 43.5 | 44.4 | 45.3 | — | |
| Deformable-DETR-JointBackbone=ResNet502023.08 | — | 43.5 | 84.8 | 40.5 | 43.5 | 42.3 | — | |
| QueryInstBackbone=ResNet502023.08 | — | 38 | 76.2 | 33.6 | 38 | 39.4 | — | |
| SOITBackbone=ResNet502023.08 | — | 41.3 | 80.6 | 38.8 | 41.3 | 40.7 | — |