Downstream Segmentation on Multimodal Pathology (Cytology, Fluorescence, Histology) real (val)
91.5Dice (Cytology)PathDiff
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PathDiffConditioning=Mask-conditioned2026.06 | 91.5 | 92.9 | 83 | 89.1 | |
| PathARConditioning=Inferred mask (L2I setting)2026.06 | 90.6 | 95.4 | 90.9 | 92.3 | |
| SPADEConditioning=Mask-conditioned2026.06 | 90.5 | 95 | 79.7 | 88.4 | |
| ControlNetConditioning=Mask-conditioned2026.06 | 90.1 | 95.5 | 83.7 | 89.8 | |
| PathopixGANConditioning=Mask-conditioned2026.06 | 89.9 | 95 | 82.2 | 89 | |
| NASDMConditioning=Mask-conditioned2026.06 | 89.7 | 93.2 | 72.9 | 85.3 | |
| T2I-AdapterConditioning=Mask-conditioned2026.06 | 87.3 | 94.2 | 80.3 | 87.3 | |
| ControlARConditioning=Mask-conditioned2026.06 | 77.3 | 54.1 | 59.5 | 63.6 | |
| DiffInfiniteConditioning=Mask-conditioned2026.06 | 64.7 | 83.6 | 59.7 | 69.3 |