用计算机视觉技术标记巴罗足度分析数据,用于足部形的分类
Siniša S Babović1, Mia Vujović2, Nebojša P Stilinović3
1Department of Anatomy, Faculty of Medicine, University of Novi Sad, 21000 Novi Sad, Serbia.
Medicina (Kaunas, Lithuania)
|May 27, 2023
概括
这项研究开发了一种客观的机器学习模型,使用计算机视觉对巴罗波多米数据进行足部形的分类. 这种新方法有助于个性化治疗运动系统疾病.
科学领域:
- 生物力学 生物力学
- 医疗成像医学成像
- 机器学习 机器学习
背景情况:
- 足部形是运动系统疾病的主要原因.
- 目前的评估方法缺乏客观性和可靠性.
- 客观分类对于个性化患者治疗至关重要.
研究的目的:
- 开发一个客观的机器学习模型,用于识别和分类脚形.
- 使用计算机视觉技术来标记巴罗足计分析数据.
- 提高足部形评估的精度.
主要方法:
- 应用机器学习和计算机视觉对91名学生的巴罗测步数据.
- 使用Python与OpenCV进行图像分割,几何转换和轮检测.
- 计算了门指数以识别脚形类型.
主要成果:
- 开发的标签方法实现了0.27的弧度指数,与现有文献保持一致.
- 证明了准确的足部形分类的潜力.
- 确定了优化方法的领域,特别是关于图像一致性的领域.
结论:
- 提出的标签方法为先进的足部形分类系统奠定了基础.
- 需要进一步优化,以应对细分结果的变化.
- 这项研究为更可靠,更客观的足部形诊断铺平了道路.
相关概念视频
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...
Functional Classification of Joints
Functional Classification of Joints
The functional classification of joints is determined by the amount of mobility between the adjacent bones. Joints are functionally classified as a synarthrosis or immobile joint, an amphiarthrosis or slightly moveable joint, or as a diarthrosis, a freely moveable joint. Fibrous and cartilaginous joints can be functionally classified as either synarthroses or amphiarthroses, whereas all synovial joints are classified as diarthroses.
Synarthrosis
An immobile...
The functional classification of joints is determined by the amount of mobility between the adjacent bones. Joints are functionally classified as a synarthrosis or immobile joint, an amphiarthrosis or slightly moveable joint, or as a diarthrosis, a freely moveable joint. Fibrous and cartilaginous joints can be functionally classified as either synarthroses or amphiarthroses, whereas all synovial joints are classified as diarthroses.
Synarthrosis
An immobile...
Structural Classification of Joints
Joints, also known as articulations, are classified based on their structural characteristics, i.e., based on whether the articulating surfaces of the adjacent bones are directly connected by fibrous connective tissue or cartilage, or whether the articulating surfaces contact each other within a fluid-filled joint cavity. These differences serve to divide the joints of the body into three structural classifications.
A fibrous joint is where the adjacent bones are united by fibrous connective...
A fibrous joint is where the adjacent bones are united by fibrous connective...


