System and method for image enhancement using self-focusing deep learning

• Main Authors: ZHANG TAO, GONG ENHAO, XIANG LEI, WANG LONG
• Format: Patent
• Language: Chinese; English
• Published: 26.12.2023
• Subjects: CALCULATING; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS; COMPUTING; COUNTING; IMAGE DATA PROCESSING OR GENERATION, IN GENERAL; PHYSICS

The invention relates to a system and method for image enhancement using self-focusing deep learning. A computer-implemented method for improving image quality is provided. The method comprises: acquiring a medical image of a subject using a medical imaging device, wherein the medical image is acquired with a shortened scan time or a reduced tracer dose; a deep learning network model is applied to the medical image to generate one or more feature interest maps for a physician to analyze the medical image of the subject with improved image quality. 本申请涉及一种使用自关注深度学习进行图像增强的系统和方法，提供了一种用于改进图像质量的计算机实现的方法。该方法包括：使用医学成像设备获取受试者的医学图像，其中以缩短的扫描时间或减少的示踪剂量获取医学图像；将深度学习网络模型应用于医学图像以生成一个或多个特征关注图，以便医师分析具有改进的图像质量的受试者的医学图像。