MSA-YOLOv5:基于注意力的多尺度YOLOv5,用于自动检测多模式MRI图像的急性缺血性中风
Shannan Chen1, Jinfeng Duan2, Nan Zhang3
1College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China; Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education, Northeastern University, Shenyang, China.
Computers in biology and medicine
|September 16, 2023
概括
这项研究介绍了MSA-YOLOv5,一种人工智能模型,可以使用多式核磁共振成像数据准确检测急性缺血性中风病变. 该模型擅长识别小病变,有助于更快的诊断和治疗规划.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 神经学 神经学
背景情况:
- 由于病变的大小和分辨率,急性缺血性中风 (AIS) 存在诊断挑战.
- 早期发现AIS病变对于有效治疗和改善患者的治疗结果至关重要.
- 多模式融合技术为增强AIS损伤检测提供了潜力.
研究的目的:
- 开发一种先进的AI模型,用于准确检测急性缺血性中风病变.
- 利用多模式MRI数据来提高诊断性能.
- 为了应对检测小和模糊的AIS病变的挑战.
主要方法:
- 一项回顾性研究,涉及316名AIS患者和多模式MRI数据集.
- 开发基于多尺度注意的YOLOv5 (MSA-YOLOv5),结合多尺度旋转变压器预测头 (MS-STPH) 和第二阶段通道注意 (SOCA) 模块.
- 在内部数据集和ISLES 2022数据集上进行验证.
主要成果:
- 在内部数据集上,MSA-YOLOv5实现了79.0%的mAP0.5,超过了单阶段模型.
- 在ISLES 2022数据集中,MSA-YOLOv5达到80.0%mAP0.5,优于其他模型.
- MS-STPH和SOCA模块显著提高了检测性能,分别增加了2.7%和1.9%mAP0.5.
结论:
- MSA-YOLOv5有效地检测多模式图像中的AIS病变,特别是小型图像.
- 该模型减少了参数,同时提高了检测准确性,帮助放射科医生.
- 这项技术可以为AIS带来更准确的诊断和优化的治疗计划.
相关概念视频
Imaging Studies for Cardiovascular System IV: CMRI
59
Cardiovascular magnetic resonance imaging, or CMRI, is a non-invasive diagnostic test that employs a magnetic field and radiofrequency waves to create precise images of the heart and arteries. It provides comprehensive information about cardiac anatomy, function, perfusion, and tissue characterization without ionizing radiation.IndicationsCMRI diagnoses various heart conditions, including tissue damage from heart attacks, ischemic heart disease, myocarditis, aortic issues (tears, aneurysms,...
59
Imaging Studies VII: Vascular Imaging
28
DefinitionRenal angiography, also known as renal arteriography, is an imaging technique used to obtain a comprehensive view of blood flow and the vascular structure of blood vessels in the kidneys and surrounding areas.PurposeRenal angiography detects blood vessel abnormalities in the kidneys, such as aneurysms, stenosis, thrombosis, vascular tumors, and renal artery stenosis. It evaluates kidney function and guides interventional treatments like angioplasty or stent placement.Pre-Procedure...
28
Imaging Studies IV: Magnetic Resonance Imaging
25
Introduction:Magnetic Resonance Imaging, or MRI, can include a specialized imaging technique of the urinary system known as Magnetic Resonance Urography (MRU). This radiation-free technique uses strong magnetic fields and radio waves to produce detailed images with the help of a computer. MRU is particularly effective for visualizing fluid-filled structures like the kidneys, ureters, and bladder.Applications of MRI in the Genitourinary SystemKidneys and Ureters: MRI detects tumors, cysts,...
25
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
Imaging Studies for Cardiovascular System V: CT
41
Cardiac computed tomography (CT) scanning is an advanced cardiac imaging technique that utilizes CT technology, with or without intravenous (IV) contrast, to produce accurate cross-sectional virtual slices of specific areas of the heart, coronary circulation, and major blood vessels such as the aorta, pulmonary veins, and arteries. The computer processes these slices to generate three-dimensional images. Multidetector CT (MDCT) is a rapid form of CT scanning that captures multiple slices...
41
Imaging Studies I: CT and MRI
275
Introduction: MRI and CT scans are crucial advancements in medical imaging techniques, playing a vital role in diagnosing conditions related to the gastrointestinal (GI) system. Each scan serves distinct purposes, targets specific areas, and requires unique nursing duties.
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
275


