Accurate and fast mitotic detection using an anchor-free method based on full-scale connection with recurrent deep layer aggregation in 4D microscopy images

Table 3 The detection of 4D data at 0.5 IoU to measure the orientation robustness of each method

Method	Data	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	Total
Sugano [37]	TP	1	1	2	3	2	1	0	1	2	2	1	1	0	2	2	2	23
	FN	0	0	0	0	1	0	1	0	0	0	1	2	1	0	0	0	6
	FP	0	3	0	0	0	0	0	0	0	9	0	0	0	1	17	6	36
Faster RCNN [17]	TP	1	1	2	3	3	1	1	1	2	2	2	3	0	2	2	2	28
	FN	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1
	FP	8	5	9	12	16	4	4	7	8	7	6	9	8	4	15	11	133
CasDetNet_CLSTM [14]	TP	1	1	2	3	1	1	1	1	1	2	1	1	0	2	2	2	22
	FN	0	0	0	0	2	0	0	0	1	0	1	2	1	0	0	0	7
	FP	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
CasDetNet_CLSTM_3DAnchor [15]	TP	1	1	2	3	1	1	1	1	2	2	2	3	1	2	2	2	27
	FN	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	2
	FP	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
CenterNet(RDLA++)	TP	1	1	2	3	3	1	1	1	2	2	2	3	1	2	2	2	29
	FN	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
	FP	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
Ground truth		1	1	2	3	3	1	1	1	2	2	2	3	1	2	2	2	29

ISSN: 1471-2105