Leukocyte detection and identification method and device, computer storage medium and electronic equipment

The invention discloses a leukocyte detection and identification method and device, a computer storage medium and electronic equipment, and belongs to the field of blood cell detection. The method comprises the following steps: firstly, carrying out full-view photography on a large number of blood slides, and establishing a slide scanning image group; a training data set and a verification data set are prepared for an image restoration model, an image segmentation model and a multi-task classification model from a slide scanning image group. And carrying out model training by using deep learning and convolutional neural network technologies, and obtaining a final image restoration model, an image segmentation model and a multi-task classification model by continuously optimizing parameters and analyzing errors. In the application process, a blood slide to be detected is also subjected to full-view photography, and a slide scanning image is established. And obtaining a restored clear slide scanning image throu