3D Nuclei Segmentation on HistoBIT3D
59.43D DICEOur Model
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Our ModelEvaluation Protocol=zero-shot Cellpose, Ablation=Full multiscale consistency loss2026.05 | 59.4 | 408.3 | 4.04 | |
| Base+StyleEvaluation Protocol=zero-shot Cellpose, Ablation=UVCGANv2 + Style Injection2026.05 | 58.3 | 416.6 | 4.22 | |
| UVCGANv2Evaluation Protocol=zero-shot Cellpose2026.05 | 51.5 | 386.7 | 4.67 | |
| STABLEEvaluation Protocol=zero-shot Cellpose2026.05 | 41.8 | 331.9 | 5.38 | |
| CycleGANEvaluation Protocol=zero-shot Cellpose2026.05 | 36 | 377.2 | 5.59 | |
| CycleDiffusionEvaluation Protocol=zero-shot Cellpose2026.05 | 35.9 | 233.2 | 4.77 |