TSHVNet: Simultaneous Nuclear Instance Segmentation and Classification in Histopathological Images Based on Multiattention Mechanisms

Table 2

Quantitative comparison of instance segmentation results performed by different models on the CoNSeP and PanNuke datasets.

Model	Dataset metrics
	CoNSeP					PanNuke
	DICE	AJI	DQ	SQ	PQ	DICE	AJI	DQ	SQ	PQ
Dist	0.794	0.505	0.544	0.725	0.397	0.782	0.598	0.636	0.764	0.499
Micro-Net	0.780	0.513	0.560	0.709	0.415	0.810	0.654	0.740	0.794	0.599
HoVer-Net	0.849	0.556	0.687	0.772	0.532	0.818	0.651	0.757	0.783	0.609
TSHVNet	0.856	0.558	0.690	0.777	0.546	0.835	0.662	0.779	0.813	0.637