Authors | Techniques | Datasets/Blood smears | Plasmodium parasites | mAP (%) |
---|---|---|---|---|
Yang F et al. [30] | Modified YOLOv2 | Self-collected 2567 thin blood smear images | P. vivax | 79.22 |
Koirala. et al. [33] | Modified YOLOv3 and YOLOV4 Tiny | Self-collected 3885 thick blood smear images | P. falciparum | 94.07 |
Sukumarran et al. [32] | YOLOv4 | MP-IDB and 236 images from MRC-UNIMAS Sarawak | P. falciparum P. vivax P. ovale P. malariae P. knowlesi | 84.04 |
Abdurahman et al. [62] | Modified YOLOv3 and YOLOv4 | Publicly available 1182 thick blood smear images | P. falcipraum | 89.73 |
Present study (YOLOv4-RC3_4) | Modified YOLOv4 | MP-IDB The malaria parasite image database and new dataset from MRC-UNIMAS Sarawak | P. falciparum P. vivax P. ovale P. malariae P. knowlesi | 90.07 |