Table 1.
Semantic Segmentation, F1 | Nuclear Segmentation | Nuclear Classification, F1c | |||
---|---|---|---|---|---|
Background | 0.88 | Dice | 0.69 | Other | 0.72 |
Other Tissue | 0.84 | AJI | 0.62 | Basal Epithelium | 0.61 |
Basal Epithelium | 0.74 | DQ | 0.74 | Epithelium | 0.66 |
Epithelium | 0.87 | SQ | 0.69 | Mean | 0.66 |
Keratin | 0.81 | PQ | 0.51 | ||
Mean | 0.83 | F1d | 0.82 |
The provided Dice score is for nuclei vs background. AJI Aggregated Jaccard Index, DQ Detection Quality, SQ Segmentation Quality, PQ Panoptic Quality, F1d F1-score for detection over all nuclear types, F1c F1-score for classification.