Nuclei Segmentation on PanNuke (Dice aggregates)
79.42Dice (All Nuclei)Prompt Group-Aware Training
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Prompt Group-Aware TrainingPrompt Type=Text2026.03 | 79.42 | 62.01 | |
| SAM 3*Prompt Type=Text2026.03 | 78.45 | 48.98 | |
| MedSAMPrompt Type=Visual2026.03 | 78.43 | 47.11 | |
| SAM 3Prompt Type=Text2026.03 | 76.53 | 42.63 | |
| InstaSAMPrompt Type=Visual2026.03 | 74.67 | 21.21 | |
| GroundedSAM2*Prompt Type=Text2026.03 | 73.6 | 55.81 | |
| SANPrompt Type=Visual2026.03 | 67.77 | 40.41 | |
| CLIP-Seg*Prompt Type=Text2026.03 | 65.53 | 47.19 | |
| H-SAMPrompt Type=Visual2026.03 | 64.9 | 40.36 | |
| VisionReasonerPrompt Type=Text2026.03 | 47.95 | 17.9 | |
| Seg-ZeroPrompt Type=Text2026.03 | 26.01 | 12.75 |