Table 3. Cell segmentation performance of ST-CellSeg in comparison to six baseline models.
Datasets | STARmap 903-gene | STARmap 8-gene | MERFISH 140-gene | ||||||
---|---|---|---|---|---|---|---|---|---|
Methods/Metric | ARI | NMI | SC | ARI | NMI | SC | ARI | NMI | SC |
ST-CellSeg | 0.84 | 0.96 | 0.86 | 0.85 | 0.95 | 0.90 | 0.81 | 0.91 | 0.91 |
ClusterMap | 0.86 | 0.85 | 0.85 | 0.83 | 0.93 | 0.86 | 0.81 | 0.90 | 0.90 |
SpaGCN | 0.73 | 0.81 | 0.83 | 0.71 | 0.84 | 0.80 | 0.74 | 0.80 | 0.80 |
STAGATE | 0.78 | 0.80 | 0.80 | 0.77 | 0.84 | 0.78 | 0.77 | 0.80 | 0.78 |
Baysor | 0.75 | 0.77 | 0.80 | 0.80 | 0.82 | 0.83 | 0.74 | 0.84 | 0.76 |
Cellpose | 0.69 | 0.75 | 0.69 | 0.61 | 0.68 | 0.70 | 0.69 | 0.68 | 0.65 |
StarDist | 0.67 | 0.63 | 0.70 | 0.59 | 0.71 | 0.74 | 0.64 | 0.63 | 0.66 |