用人工智能对皮肤烧伤图像进行细分和分类:开发移动应用程序
Metin Yıldız1, Yakup Sarpdağı2, Mehmet Okuyar3
1Department of Nursing, Sakarya University, Sakarya, Turkey.
Burns : journal of the International Society for Burn Injuries
|February 8, 2024
概括
这项研究开发了一个人工智能驱动的移动应用程序,用于准确地检测皮肤烧伤和急救指导. 烧伤检测应用程序帮助个人快速评估烧伤严重程度并启动适当的干预措施.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 移动健康服务提供者
背景情况:
- 准确的烧伤评估对于有效的治疗和患者的治疗结果至关重要.
- 需要可访问的工具,以提供立即的急救指导,特别是在偏远地区.
- 人工智能为医疗图像的自动化分析提供了潜力.
研究的目的:
- 开发和评估一个人工智能驱动的移动应用程序,用于皮肤烧伤图像分析.
- 为了使烧伤伤口的细分,分类和物体检测.
- 为用户提供燃烧程度测定和急救指南.
主要方法:
- 使用YOLO V7架构进行图像细分,分类和对象检测.
- 创建了一个全面的烧伤图像数据集,结合开放访问源和医院数据.
- 开发了烧伤检测安卓移动应用程序,用于现实世界的测试和准确性评估.
主要成果:
- 在测试数据集中,YOLO V7模型的成功率为75.12%.
- 开发的烧伤检测应用程序证明了准确检测烧伤图像.
- 该研究成功地将人工智能集成到烧伤分析和干预指导中.
结论:
- 由人工智能驱动的移动应用程序有助于快速评估烧伤程度和提供急救建议.
- 这项技术代表了公共卫生的重大进步,为个人提供了关键的烧伤护理信息.
- 开发的系统提高了及时准确的燃烧管理指导的可访问性.
相关概念视频
Burn Injuries
2.5K
Burn injuries occur when the skin and underlying tissues are damaged due to exposure to heat, electricity, chemicals, radiation, or friction. They can vary in severity, from minor superficial burns to severe deep burns that can be life-threatening.
The damage results in the death of skin cells, which can lead to a massive loss of fluid. Dehydration, electrolyte imbalance, and renal and circulatory failure follow, which can be fatal. Burn patients are treated with intravenous fluids to offset...
The damage results in the death of skin cells, which can lead to a massive loss of fluid. Dehydration, electrolyte imbalance, and renal and circulatory failure follow, which can be fatal. Burn patients are treated with intravenous fluids to offset...
2.5K
Skin Cancer
4.1K
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...
4.1K
Clinical Applications of Epidermal Stem Cells
2.7K
Epidermal stem cells (EpiSCs) are mainly located at the basal layer of the epidermis. These cells repair minor injuries of the skin and replace dead skin cells. However, EpiSCs’ cannot heal severe wounds such as major burns or those from diabetes or hereditary disorders. In such cases, culturing the epidermal stem cells from the patient is possible and has yielded successful treatment options, such as laboratory-grown skin grafts. These grafts are synthesized using a patient’s own...
2.7K


