Semantic segmentation of human oocyte images using deep neural networks

Table 3 Comparison of the accuracy of selected deep neural models in the segmentation task

DNN	DeepLab-v3-ResNet-18 (15)				DeepLab-v3-ResNet-50 (7)				DeepLab-v3-Inception-.
Area name	DSC	Acc	IoU	mBFS	DSC	Acc	IoU	mBFS	DSC	Acc	IoU	mBFS
CPM_CC	0.92	0.96	0.92	0.89	0.85	0.94	0.89	0.86	0.88	0.94	0.91	0.89
CPM_DCG	0.46	0.79	0.75	0.64	0.46	0.70	0.53	0.63	0.29	0.85	0.61	0.64
CPM_CGA	0.35	0.54	0.44	0.27	0.28	0.76	0.55	0.43	0.39	0.85	0.60	0.20
CPM_SERC	\( - \)	\( - \)	\( - \)	\( - \)	\( - \)	\( - \)	\( - \)	\( - \)	0.10	0.11	0.09	0.56
CPM_VAC	0.16	0.43	0.21	0.96	0.20	0.11	0.11	0.56	0.03	0.08	0.07	0.13
CPM_DC	0.49	0.99	0.75	0.84	0.58	0.95	0.93	0.80	0.49	0.99	0.89	0.85
PB_FPB	0.43	0.55	0.37	0.64	0.56	0.62	0.54	0.67	0.57	0.66	0.54	0.74
PB_MPB	\( - \)	\( - \)	\( - \)	\( - \)	\( - \)	\( - \)	\( - \)	\( - \)	0.00	\( - \)	0.00	\( - \)
PB_FFPB	0.28	0.43	0.31	0.61	0.27	0.62	0.37	0.67	0.32	0.50	0.40	0.62
PVS	0.79	0.83	0.69	0.93	0.76	0.81	0.70	0.90	0.78	0.86	0.70	0.90
ZP	0.88	0.90	0.82	0.82	0.87	0.92	0.82	0.78	0.84	0.90	0.81	0.76
CCC	0.68	0.86	0.71	0.67	0.70	0.87	0.73	0.65	0.73	0.89	0.75	0.64
GV	0.54	0.70	0.55	0.33	0.46	0.81	0.47	0.53	0.22	0.86	0.33	0.66
Background	0.98	0.98	0.96	0.93	0.98	0.97	0.96	0.92	0.98	0.97	0.96	0.91

ISSN: 1475-925X