Article Bioinformatics Biomedical applications Blood Cells Cluster Analysis Cluster computing Connected component Cytology Deep Learning Deep learning Diagnosis Diseases Erythrocytes Humans Image Processing, Computer-Assisted Learning architectures Learning systems Malaria Malaria diagnosis Manual segmentation Medical applications Morphological structures Object detection Pipelines Plasmodium falciparum Red blood cells (RBCs) Reproducibilities Reproducibility of Results Superpixel segmentations