深度学习驱动的心声学创新:分类学,临床影响,挑战和机会
Patrice Monkam1,2, Xu Wang1, Shuang Liu3
1College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China.
Annals of biomedical engineering
|December 16, 2025
概括
人工智能 (AI),特别是深度学习 (DL),为心声回声 (回声) 图像分析中的挑战提供了解决方案. 本综述探讨了回声中的DL应用,强调了心血管疾病诊断的临床影响,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
- 心脏病学 心脏病学
背景情况:
- 尽管技术进步,心声回声 (回声) 系统在数据解释方面面临着挑战.
- 人工智能 (AI),特别是深度学习 (DL),正在探索解决这些回声解释挑战.
研究的目的:
- 分析利用DL转化心声回声的研究.
- 专注于在心声学中DL的临床影响,挑战和机会.
- 为DL驱动的心声回声创新提供基础.
主要方法:
- 在回声中对DL研究进行分类,分为数据采集/增强和智能数据分析.
- 关键任务的分析:注释数据生成,心脏异常诊断和心脏结构细分.
- 包括心脏解剖学,临床参数和DL模型实施细节.
主要成果:
- DL显著影响心血管疾病的自动诊断和监测.
- 广泛研究了诸如心脏结构细分和异常诊断等关键任务.
- 确定了DL驱动心声回声学中未被充分探索的挑战和潜在的解决方案.
结论:
- DL技术为心声学和心血管疾病管理提供了变革性的潜力.
- 跨学科的合作对于推动心声回声学中的DL至关重要.
- 这一综述为未来的DL驱动心声学研究和创新提供了基础.
相关概念视频
01:17Imaging Studies for Cardiovascular System I:Echocardiography
691
Cardiac imaging studies encompass a wide range of noninvasive and minimally invasive techniques designed to visualize the heart's structure and function in detail. One such technique is echocardiography, which uses high-frequency ultrasound waves to produce detailed images of the heart, known as echocardiograms.
Indications: Echocardiography is utilized to diagnose heart failure, valve disorders, and myocardial infarction. It also assesses cardiac structures' size, shape, and motion,...
Indications: Echocardiography is utilized to diagnose heart failure, valve disorders, and myocardial infarction. It also assesses cardiac structures' size, shape, and motion,...
691
01:20Imaging Studies for Cardiovascular System II:Types of Echocardiography
600
Echocardiography plays a role in assessing cardiac health and detecting heart conditions, with various types providing critical insights for diagnosis and treatment.
Types of Echocardiography
Transthoracic Echocardiography (TTE)
TTE is the most common type of echocardiogram which involves placing a transducer on the patient's chest, emitting sound waves to create heart images. TTE is invaluable for evaluating the heart's size, structure, and motion, making it particularly useful for...
Types of Echocardiography
Transthoracic Echocardiography (TTE)
TTE is the most common type of echocardiogram which involves placing a transducer on the patient's chest, emitting sound waves to create heart images. TTE is invaluable for evaluating the heart's size, structure, and motion, making it particularly useful for...
600