Image processing method and device, electronic equipment and computer readable storage medium

Abstract

The embodiment of the invention provides an image processing method, device and system, electronic equipment and a computer readable storage medium, and belongs to the technical field of computers. The method comprises the steps of obtaining a current mammary gland ultrasonic image; processing the current mammary gland ultrasonic image through a first neural network model to obtain predicted pathological features of the current mammary gland ultrasonic image; processing the current mammary gland ultrasonic image through a second neural network model to obtain at least one prediction acoustic image feature of the current mammary gland ultrasonic image; obtaining a fusion feature of the current mammary gland ultrasonic image according to the predicted pathological feature and at least one predicted acoustic feature of the current mammary gland ultrasonic image; and processing the fusion features of the current mammary gland ultrasonic image through a third neural network model to obtaina benign and malignant prediction result of a lump in the current mammary gland ultrasonic image. According to the image processing scheme provided by the embodiment of the invention, the accuracy ofbreast ultrasonic intelligent diagnosis can be improved.

Description

technical field [0001] The present disclosure relates to the field of computer technology, and in particular, to an image processing method and device, electronic equipment, and a computer-readable storage medium. Background technique [0002] Breast cancer ranks first in the incidence of malignant tumors in women and is the second leading cause of cancer death in women worldwide. Early diagnosis and treatment are effective means to improve the survival rate of patients. Although mammography is the main imaging method for breast cancer screening worldwide, breast ultrasound imaging is more effective for screening in some regions, such as Asian women with dense breast tissue. At the same time, breast ultrasonography has the advantages of flexibility, accuracy, no radiation, universal applicability and economical practicability. [0003] Despite these potential advantages, the diagnosis of breast ultrasound currently relies heavily on the experience of doctors, and the interp...

AI Technical Summary

Problems solved by technology

[0003] Despite these potential advantages, the diagnosis of breast ultrasound currently relies heavily on the experience of doctors, and the interpretation of the same breast ultrasound image by different doctors has great differences. Inconsistent determination of the degree, resulting in unnecessary biopsy or a large missed detection problem

Simultaneous evaluation of multiple masses (each with multiple features) is labor-intensive and more time-consuming for less experienced physicians

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