Table 3.

Performance result of the proposed cell detection and classification model.

Object class	Precision	Recall	F1 score	Log-average miss rate	AP@0.5
Neutrophil	0.84	0.91	0.87	0.21	0.90
Metamyelocyte	0.68	0.79	0.73	0.37	0.77
Myelocyte	0.80	0.82	0.81	0.34	0.80
Promyelocyte	0.60	0.67	0.64	0.53	0.62
Blast	0.87	0.90	0.88	0.34	0.84
Erythroblast	0.86	0.92	0.89	0.17	0.92
Megakaryocyte nucleus	0.80	0.57	0.67	0.18	0.60
Lymphocyte	0.73	0.65	0.69	0.49	0.66
Monocyte	0.84	0.71	0.77	0.36	0.72
Plasma cell	0.75	0.69	0.72	0.33	0.72
Eosinophil	0.93	0.94	0.93	0.06	0.97
Megakaryocyte	1.00	0.79	0.88	0.19	0.82
Debris	0.85	0.80	0.82	0.34	0.79
Histiocyte	0.90	0.53	0.67	0.5	0.54
Platelet	0.84	0.64	0.73	0.33	0.64
Platelet clump	0.93	0.61	0.73	0.41	0.62
Average	0.83	0.75	0.78	0.32	mAP@0.5 =0.75