SqueezeViX-Net与SOAE:一种主要的深度学习框架,用于使用X射线和CT成像方式准确地分类肺炎
1Department of Electronics and Instrumentation Engineering, Hindusthan College of Engineering and Technology, Coimbatore, Tamil Nadu, India.
Current medical imaging
|September 15, 2025
概括
一个新的深度学习框架,SqueezeViX-Net,使用自适应性放弃精确地分类肺炎. 这种人工智能模型在从X射线和CT扫描中识别肺炎方面表现出卓越的性能,有助于临床诊断.
科学领域:
- 医学成像分析 医学成像分析
- 医疗保健中的人工智能
- 深度学习用于疾病检测和检测
背景情况:
- 肺炎是一种严重的呼吸系统疾病,需要及时和准确的诊断才能有效治疗.
- 延迟或错误的肺炎诊断会增加死亡率,特别是在弱势群体中.
- 准确的肺炎分类对于适当的临床管理和患者的治疗结果至关重要.
研究的目的:
- 推出SqueezeViX-Net,这是一个用于精确分类肺炎的深度学习框架.
- 通过自优化自适应增强 (SOAE) 方法来增强模型的稳定性和适应性.
- 评估SqueezeViX-Net在各种医学成像数据集上的性能.
主要方法:
- 开发了SqueezeViX-Net,这是一个针对肺炎分类的深度学习模型.
- 实施了一种自我优化自适应增强 (SOAE) 技术,在培训期间动态调整学率.
- 使用Kaggle存储库中广泛的X射线和CT图像数据集验证了模型.
主要成果:
- 与DenseNet-121,ResNet-152V2和EfficientNet-B7.7等已建立的架构相比,SqueezeViX-Net表现出优越的性能.
- 该模型实现了更高的准确性,精度,回忆和F1得分指标.
- 包括CT和X射线图像在内的多种肺炎数据集的验证证实了它的稳定性和处理不同成像方式的能力.
结论:
- 结合SOAE技术的SqueezeViX-Net提供了一个先进的框架,用于在临床环境中特定的肺炎识别.
- 该模型的动态学习能力和高精度为医疗专业人员带来了巨大的潜力.
- 这种人工智能工具可以有助于改善患者治疗策略和肺炎护理的结果.
相关概念视频
X-ray Imaging
7.7K
German physicist Wilhelm Röntgen (1845–1923) was experimenting with electrical current when he discovered that a mysterious and invisible "ray" would pass through his flesh but leave an outline of his bones on a screen coated with a metal compound. In 1895, Röntgen made the first durable record of the internal parts of a living human: an "X-ray" image (as it came to be called) of his wife’s hand. Scientists worldwide quickly began their own experiments with...
7.7K
Radiological Investigation I: X-ray and CT
1.8K
Radiological investigations, including X-rays and computed tomography (CT) scans, are critical for diagnosing and evaluating various medical conditions. These imaging techniques provide valuable insights into the body's internal structures, aiding in the detection of abnormalities, assessment of disease progression, and development of treatment strategies. This article delves into two primary radiological investigations, chest X-rays and CT scans, outlining their purpose, procedures, and...
1.8K
Radiological Investigation II: MRI and Ventilation Perfusion Scan
1.0K
Description
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
1.0K
Radiological Investigation III: Pulmonary Angiogram and PET Scan
732
Radiological investigations are paramount in the diagnosis and management of various pulmonary diseases. Two essential investigations are the Pulmonary Angiogram and the Positron Emission Tomography (PET) Scan.
Pulmonary Angiogram
A Pulmonary Angiogram is an invasive procedure involving injecting a contrast medium through a catheter threaded into the pulmonary artery or the right side of the heart to visualize the pulmonary vasculature. Computed Tomography (CT) scans have mainly replaced this...
Pulmonary Angiogram
A Pulmonary Angiogram is an invasive procedure involving injecting a contrast medium through a catheter threaded into the pulmonary artery or the right side of the heart to visualize the pulmonary vasculature. Computed Tomography (CT) scans have mainly replaced this...
732
Imaging Studies for Cardiovascular System III: X-Ray
710
The most common cardiovascular diagnostic test is an X-ray. It produces images of the heart, blood vessels, and adjacent structures.
Definition and Purpose
An X-ray, or radiograph, is a non-invasive method that uses ionizing radiation to take images of internal structures. It is mainly used in cardiac imaging to examine the heart, lungs, and major blood vessels, aiming to identify abnormalities in the heart's size, shape, and position, such as heart failure, congenital defects, and vascular...
Definition and Purpose
An X-ray, or radiograph, is a non-invasive method that uses ionizing radiation to take images of internal structures. It is mainly used in cardiac imaging to examine the heart, lungs, and major blood vessels, aiming to identify abnormalities in the heart's size, shape, and position, such as heart failure, congenital defects, and vascular...
710
Imaging Studies for Cardiovascular System V: CT
674
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...
674


