Image processing method and device, electronic device, and computer-readable storage medium
An image processing and ultrasound image technology, applied in the computer field, can solve the problems of inconsistent determination of tumor malignancy, missed detection, biopsy, etc., and achieve the effect of reducing labor cost and time cost, avoiding differences, and reducing biopsy and missed detection.
Active Publication Date: 2022-04-05
TSINGHUA UNIV
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[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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[0033] Example embodiments will now be described more fully with reference to the accompanying drawings. Example embodiments may, however, be embodied in many forms and should not be construed as limited to the examples set forth herein; rather, these embodiments are provided so that this disclosure will be thorough and complete and will fully convey the concept of example embodiments to those skilled in the art.
[0034] Furthermore, the described features, structures, or characteristics may be combined in any suitable manner in one or more embodiments. In the following description, numerous specific details are provided in order to give a thorough understanding of embodiments of the present disclosure. However, those skilled in the art will appreciate that the technical solutions of the present disclosure may be practiced without one or more of the specific details, or other methods, components, means, steps, etc. may be employed. In other instances, well-known methods, ap...
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Embodiments of the present disclosure provide an image processing method, device, and system, electronic equipment, and a computer-readable storage medium, which belong to the field of computer technology. The method includes: acquiring the current breast ultrasound image; processing the current breast ultrasound image through a first neural network model to obtain predicted pathological features of the current breast ultrasound image; using a second neural network model to process the current breast ultrasound image Image processing to obtain at least one predicted acoustic imaging feature of the current breast ultrasound image; obtaining fusion features of the current breast ultrasound image according to the predicted pathological feature and at least one predicted acoustic imaging feature of the current breast ultrasound image; The fusion feature of the current breast ultrasound image is processed by a third neural network model to obtain a benign and malignant prediction result of the mass in the current breast ultrasound image. The image processing solution provided by the embodiments of the present disclosure can improve the accuracy of breast ultrasound intelligent diagnosis.
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...
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IPC IPC(8): G06T7/00G06N3/04
CPCG06T7/0012G06T2207/10132G06T2207/30068G06T2207/30096G06N3/045
Inventor 吴及石佳琳吕萍
Owner TSINGHUA UNIV