Bone marrow smear microscopic image analysis method and device, electronic equipment and storage medium

Abstract

The invention discloses a bone marrow smear microscopic image analysis method and device, electronic equipment and a storage medium. The method comprises the following steps: acquiring a bone marrow smear microscopic image; inputting the bone marrow smear microscopic image into a bone marrow cell detection model to obtain a bone marrow cell detection result; wherein the bone marrow cell detectionmodel is used for predicting a position distribution diagram of bone marrow cells in the bone marrow smear microscopic image, fusing the position distribution diagram with an original feature map extracted from the bone marrow smear microscopic image to obtain fusion features, and outputting a bone marrow cell detection result according to the fusion features. The method does not depend on subjective judgment of medical personnel and has the advantages of being objective and efficient, prediction of the position distribution diagram is introduced into the bone marrow cell detection model, extracted semantic features are enriched, missing detection and wrong detection are not likely to happen, and the bone marrow cell detection accuracy is improved. Comprehensive analysis such as positioning, recognition, classification and statistics of bone marrow cells is further realized.

Description

technical field [0001] The invention belongs to the field of image processing, and in particular relates to a bone marrow smear microscopic image analysis method, device, electronic equipment and storage medium. Background technique [0002] Morphological examination of bone marrow cells is the earliest application of a method for the classification and diagnosis of blood tumors, and it is also one of the most basic and important methods at present. However, at present, this microscopic examination method still adopts the traditional way of manual observation, classification and counting. This method is inefficient, labor-intensive, has high requirements for medical experts, and the recognition results depend on human subjective judgment. Therefore, with the help of image processing and artificial intelligence technology, it is of great significance to improve the efficiency and level of clinical diagnosis of diseases by analyzing the microscopic images of bone marrow smear...

AI Technical Summary

Problems solved by technology

[0005] The technical problem to be solved by the present invention is to overcome the fact that in the prior art, when detecting bone marrow cells, it is easy to treat bone marrow cells with serious adhesion and occlusion as one bone marrow cell, resulting in missed detection, and to treat special cells with multiple nucleoli as two cells. However, the defects that lead to false detection provide a method, device, electronic equipment and storage medium for analyzing microscopic images of bone marrow smears.

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