在肌肉骨成像中的基于深度学习的细分:研究趋势的回顾
Journal of the Korean Society of Radiology
|October 20, 2025
概括
深度学习正在彻底改变肌肉骨 (MSK) 图像分析. 研究趋势显示,从主要结构转向极端,将检测和分类整合到高级应用中.
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:
- 基于深度学习的细分对于肌肉骨 (MSK) 成像中解剖结构的自动化分析至关重要.
- 之前的研究主要集中在对脊椎和膝盖等主要结构的细分上.
研究的目的:
- 分析2016年以来MSK成像基于深度学习的细分研究趋势.
- 提供有关该领域未来研究方向的见解.
主要方法:
- 系统分析与MSK成像中的深度学习相关的PubMed出版物.
- 从临床和技术角度检查研究趋势.
- 探索细分技术和应用.
主要成果:
- 早期的研究集中在脊柱和膝盖的大规模细分上;最近的研究扩展到四肢和肩膀.
- 损伤细分仍然很突出,深度学习检测和分类的整合越来越多.
- 由于深度学习方法的进步,新的应用程序正在出现.
结论:
- 基于深度学习的细分是一个快速发展的领域,在MSK成像中应用范围不断扩大.
- 未来的研究可能会集中在更复杂的解剖区域和先进的检测/分类任务上.
- 深度学习的整合正在改变MSK条件的分析.
相关概念视频
Bone Structure
Within the skeletal system, the structure of a bone, or osseous tissue, can be exemplified in a long bone, like the femur, where there are two types of osseous tissue: cortical and cancellous.
Bone Remodeling
Bone remodeling is a continuous and balanced process of bone resorption by osteoclasts and bone formation by osteoblasts. In adults, it helps maintain bone mass and calcium homeostasis. While mechanical stress can stimulate turnover as part of the normal maintenance and reparative process, several hormones also regulate bone remodeling.
Classification of Skeletal Muscle Fibers
Skeletal muscles continuously produce ATP to provide the energy that enables muscle contractions. Skeletal muscle fibers can be categorized into three types based on differences in their contraction speed and how they produce ATP, as well as physical differences related to these factors. Most human muscles contain all three muscle fiber types, albeit in varying proportions.
Slow-Twitch Muscle Fibers
Slow oxidative, muscle fibers appear red due to large numbers of capillaries and high levels of...
Slow-Twitch Muscle Fibers
Slow oxidative, muscle fibers appear red due to large numbers of capillaries and high levels of...
Overview of Skeletal Muscle
Skeletal muscles are composed of a bundle of muscle fibers and are attached to bones through tendons. Each skeletal muscle fiber is a single muscle cell. The sarcolemma, the plasma membrane of a skeletal muscle cell, consists of a lipid bilayer and glycocalyx that supports muscle fibers. The sarcolemma extends into the muscle cells to form tubular structures called transverse or T-tubules. Each side of the T-tubules consists of a membrane-bound structure called the sarcoplasmic reticulum,...
Classification of Bones
The bones of the human skeletal system are of varied shapes, sizes, and functions. They can be classified based on their shape and function into four major classes: long bones, short bones, flat bones, and irregular bones. Some classifications include a fifth type, the sesamoid bones, as a separate class, whereas others categorize them under short bones.
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The long...
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The long...
Gross Anatomy of Bone
The two main features of a long bone are the diaphysis and the epiphysis.
The diaphysis is the tubular shaft that runs between the proximal and distal ends of the bone. The walls of the diaphysis are composed of dense and hard compact bone made of numerous osteons — the functional unit of the compact bone. The hollow region in the diaphysis is called the medullary cavity, which harbors the bone marrow. In infants and children, this marrow cavity is filled with red marrow, whereas in adults, it...
The diaphysis is the tubular shaft that runs between the proximal and distal ends of the bone. The walls of the diaphysis are composed of dense and hard compact bone made of numerous osteons — the functional unit of the compact bone. The hollow region in the diaphysis is called the medullary cavity, which harbors the bone marrow. In infants and children, this marrow cavity is filled with red marrow, whereas in adults, it...


