Barnacles Mating Optimizer with Deep Transfer Learning Enabled Biomedical Malaria Parasite Detection and Classification

Table 1

Overall malaria parasite classification outcome of the BMODTL-BMPC model.

Class labels	Accuracy (%)	Precision (%)	Recall (%)	Specificity (%)	F-score (%)
Training/testing (90 : 10)
Parasitized	99.04	98.49	99.62	98.47	99.05
Uninfected	99.04	99.61	98.47	99.62	99.04
Average	99.04	99.05	99.05	99.05	99.04
Training/testing (80:20)
Parasitized	98.28	98.89	97.69	98.88	98.29
Uninfected	98.28	97.67	98.88	97.69	98.27
Average	98.28	98.28	98.29	98.29	98.28
Training/testing (70:30)
Parasitized	97.36	96.63	98.21	96.49	97.42
Uninfected	97.36	98.14	96.49	98.21	97.31
Average	97.36	97.39	97.35	97.35	97.36
Training/testing (60:40)
Parasitized	98.54	97.86	99.28	97.78	98.57
Uninfected	98.54	99.25	97.78	99.28	98.51
Average	98.54	98.56	98.53	98.53	98.54