The invention discloses a
reticulocyte recognition and grading
system based on a
blood smear, and particularly relates to the field of medical
cell morphology examination, and the
system comprises an
image acquisition module, a
staining normalization module, an instance segmentation module, an erythrocyte classification module, a
reticulocyte grading module and a statistics output module. The
image acquisition module adopts an automatic
microscope platform to continuously scan the
blood smear under a 100-time visual field, acquires a high-quality bright field channel image through an automatic focusing technology, and monitors image definition, contrast and illumination uniformity; the statistical output module is used for calculating the proportion and bluish violet intensity statistics of reticulocytes of each level, and generating a visual
quality control result and a diagnostic report; according to the invention, full-
automatic processing from samples to reports is realized,
interpretability and high classification precision are both considered, subjective difference and omission ratio of manual microscopic examination are significantly reduced, and efficiency and consistency of clinical detection are improved.