Table 4.
Performance of several nuclei segmentation methods on the multiple organ H&E stained histopathology image dataset (MOSID)
| Methods | Precision | Recall | F1-Score | ADC | AJI |
|---|---|---|---|---|---|
| CP [35] | N/A | N/A | 0.405 | 0.597 | 0.123 |
| Fiji [36] | N/A | N/A | 0.665 | 0.649 | 0.273 |
| CNN2 [13] | N/A | N/A | 0.754 | 0.693 | 0.348 |
| CNN3 [20] | N/A | N/A | 0.827 | 0.762 | 0.508 |
| NB [22] | 0.836 | 0.894 | 0.852 | 0.809 | N/A |
| NucSeg | 0.913 ±0.003 | 0.821 ±0.004 | 0.861 ±0.001 | 0.812 ±0.001 | 0.669 ±0.001 |
| NucSeg-N | 0.897 ±0.004 | 0.813 ±0.004 | 0.849 ±0.002 | 0.805 ±0.002 | 0.649 ±0.004 |
| NucSeg-P | 0.909 ±0.002 | 0.777 ±0.004 | 0.835 ±0.002 | 0.809 ±0.001 | 0.664 ±0.002 |
| NucSeg-NP | 0.899 ±0.004 | 0.777 ±0.005 | 0.828 ±0.002 | 0.701 ±0.002 | 0.647 ±0.005 |