云中的定制图像识别模型用于皮肤疾病识别.
Mircea-Aurelian Dan1, Stelian Nicola1, Lacramioara Stoicu-Tivadar1
1Department of Automation and Applied Informatics, Politehnica University Timisoara, Romania.
Studies in health technology and informatics
|October 23, 2023
概括
这项研究开发了一个使用Azure Custom Vision的AI模型来分类太阳晶状体和动态角质炎,达到94%的准确性. 这项技术有助于识别由紫外线辐射和气候变化加剧的常见皮肤疾病.
科学领域:
- 皮肤病学和人工智能的人工智能
- 计算病理学计算病理学
- 医学成像分析 医学成像分析
背景情况:
- 由于全球变暖和紫外线辐射暴露,皮肤疾病的患病率越来越高,如太阳晶状体和动作性角质炎.
- 对常见皮肤病的有效和准确诊断工具的需求.
- 机器学习在医学图像分类中的潜力.
研究的目的:
- 通过使用Azure Custom Vision服务,提出一种技术方法来分类太阳晶状体和动态角质炎.
- 利用基于云的AI来识别皮肤病.
- 为基于图像的诊断开发一个卷积神经网络 (CNN) 模型.
主要方法:
- 利用Azure自定义视觉服务来开发CNN模型.
- 在来自ISIC数据库的600张图像数据集上训练模型.
- 使用手动图像标签来准备数据集.
主要成果:
- 在预先训练的图像上,训练的神经网络的分类性能达到了94%.
- 证明了Azure Custom Vision在生成高性能CNN模型中的有效性,使用相对较小的数据集.
- 成功开发了一种用于分类太阳晶状体和动态角质炎的功能模型.
结论:
- 使用Azure自定义视觉的拟议技术方法对分类太阳晶状体和动态角质炎有效.
- 基于云的AI服务为医疗图像分析提供了显著的计算能力和效率.
- 手动图像标签仍然是开发AI诊断工具的局限性,但高性能是可以实现的.
相关概念视频
01:30Skin Cancer
4.2K
Skin cancer is a type of cancer that occurs when there is an abnormal growth of skin cells, usually triggered by damage to the DNA within the skin cells. It is primarily caused by exposure to ultraviolet (UV) radiation from the sun or artificial sources like tanning beds. Skin cancer is the most common type of cancer worldwide, and its incidence continues to rise.
Basal Cell Carcinoma (BCC): BCC is the most common type of skin cancer, accounting for about 80% of cases. It typically develops in...
Basal Cell Carcinoma (BCC): BCC is the most common type of skin cancer, accounting for about 80% of cases. It typically develops in...
4.2K
01:23Skin Diseases and Disorders
3.9K
Skin is the first line of defense and encounters a variety of microbes. Some pathogenic strains are often the cause of a broad range of infections of the skin and other body systems. These conditions can affect people of all ages and may have different causes, including genetic factors, infections, autoimmune reactions, environmental factors, and lifestyle choices.
Gram-positive Staphylococcus spp. and Streptococcus spp. are responsible for many of the most common skin infections. However, many...
Gram-positive Staphylococcus spp. and Streptococcus spp. are responsible for many of the most common skin infections. However, many...
3.9K
01:17Classification of Illness
7.5K
The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
7.5K