Nuclei Segmentation on PanNuke (official folds)
83.6Dice Scoreprompt-free lightweight SAM adaptation
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| prompt-free lightweight SAM adaptationParams (M)=4.12026.03 | 83.6 | 73.26 | |
| UCTransNetParams (M)=662026.03 | 79.71 | 69.4 | |
| Swin-UnetParams (M)=492026.03 | 77.63 | 65.09 | |
| UNetParams (M)=312026.03 | 71.41 | 58.4 | |
| Trans-SAMParams (M)=962026.03 | 68.22 | 53.06 | |
| SAMParams (M)=932026.03 | 66.03 | 52.76 | |
| SAM + LoRAParams (M)=0.192026.03 | 65.42 | 51.96 |