Table 7. Ablation study on the MoNuSeg...

Table 7.

Ablation study on the MoNuSeg data set with different global processing modules. NuSegHop data-driven features are also compared with a set of hand-crafted features for nuclei segmentation. All the pre-processing and local processing operations are kept to their best configuration

Zheng et al. (2018)	NuSegHop	LMD	Watershed	ROI clasf.	AJI	F1	DICE
✓					0.622	0.813	0.740
	✓				0.641	0.836	0.763
	✓	✓			0.647	0.875	0.769
	✓	✓	✓		0.651	0.883	0.772
	✓	✓	✓	✓	0.658	0.892	0.778

Zheng et al. (2018)	NuSegHop	LMD	Watershed	ROI clasf.	AJI	F1	DICE
✓					0.622	0.813	0.740
	✓				0.641	0.836	0.763
	✓	✓			0.647	0.875	0.769
	✓	✓	✓		0.651	0.883	0.772
	✓	✓	✓	✓	0.658	0.892	0.778

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