在MRI中进行回顾性运动校正的深度学习:综合性审查
IEEE transactions on medical imaging
|October 13, 2023
概括
深度学习方法为磁共振成像 (MRI) 中的运动校正提供解决方案. 本综述对这些技术进行了分类,强调了在MRI中改进运动工件减少的挑战和未来方向.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 生物医学工程 生物医学工程
背景情况:
- 运动是磁共振成像 (MRI) 的一个重大挑战,导致复杂的文物.
- 人造物产生的物体运动在频率空间在MR信号采集过程中.
- 现有的深度学习方法用于MRI运动校正的差异很大.
研究的目的:
- 提供基于学习的MRI运动校正方法的全面概述.
- 识别不同应用的共同挑战,潜力和协同效应.
- 促进MRI运动校正研究的知识转移和合作.
主要方法:
- 对MRI运动校正深度学习技术的审查和分类.
- 对数据使用,网络架构和培训/评估策略的分析.
- 对当前趋势和未来研究方向进行批判性讨论.
主要成果:
- 深度学习经常在MRI重建的各个阶段用于运动校正.
- 综合解决方案是具有挑战性的,因为不同的MR序列,解剖学,病理学和运动类型.
- 研究发现了不同研究方法的协同作用和差异.
结论:
- 研究领域之间的进一步相互作用可以增强MRI运动校正.
- 强大的深度学习模型需要标准化的评估和多样化的数据集.
- 未来的工作应该集中在MRI运动工件的可泛化和可适应的深度学习解决方案上.
相关概念视频
Magnetic Resonance Imaging
5.2K
Magnetic resonance imaging (MRI) is a noninvasive medical imaging technique based on a phenomenon of nuclear physics discovered in the 1930s, in which matter exposed to magnetic fields and radio waves was found to emit radio signals. In 1970, a physician and researcher named Raymond Damadian noticed that malignant (cancerous) tissue gave off different signals than normal body tissue. He applied for a patent for the first MRI scanning device in clinical use by the early 1980s. The early MRI...
5.2K
Relative Motion Analysis using Rotating Axes
472
Consider a component AB undergoing a linear motion. Along with a linear motion, point B also rotates around point A. To comprehend this complex movement, position vectors for both points A and B are established using a stationary reference frame.
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
472
Relative Motion Analysis using Rotating Axes-Problem Solving
408
Consider a crane whose telescopic boom rotates with an angular velocity of 0.04 rad/s and angular acceleration of 0.02 rad/s2. Along with the rotation, the boom also extends linearly with a uniform speed of 5 m/s. The extension of the boom is measured at point D, which is measured with respect to the fixed point C on the other end of the boom. For the given instant, the distance between points C and D is 60 meters.
Here, in order to determine the magnitude of velocity and acceleration for point...
Here, in order to determine the magnitude of velocity and acceleration for point...
408


