皮肤病理学中的人工智能:更新,优势和挑战
Gerardo Cazzato1, Franco Rongioletti2
1Section of Molecular Pathology, Department of Precision and Regenerative Medicine and Ionian Area (DiMePRe-J), University of Bari Aldo Moro, Bari, Italy.
Clinics in dermatology
|June 23, 2024
概括
人工智能 (AI) 通过提高皮肤病变和癌症的诊断精度来增强皮肤病理学. 人工智能显示出作为病理学家有价值的工具的承诺,有助于诊断和预后.
科学领域:
- 医疗人工智能 医疗人工智能
- 数字病理学数字病理学
- 皮肤病理学 皮肤病理学
背景情况:
- 人工智能 (AI) 在医学上越来越有影响力.
- 人工智能,包括机器学习和深度学习,在病理学方面具有潜力.
- 重点是AI在皮肤病理学和瘤皮肤病理学中的应用.
研究的目的:
- 探索AI在皮肤病理学中的作用和影响.
- 评估AI在皮肤病理学中的诊断和预后能力.
- 审查AI在分类皮肤病变和预测结果方面的表现.
主要方法:
- 对皮肤病理学中人工智能应用研究的综述.
- 分析AI在使用全幻灯片成像的诊断任务中的表现.
- 对AI在分类黑色素细胞病变和区分皮肤疾病方面的评估.
主要成果:
- 人工智能,特别是卷积神经网络,可以超过人类病理学家的灵敏度和特异性.
- 人工智能有助于识别皮肤病变,分类黑色素瘤,并预测疾病的结果.
- 人工智能在瘤性皮肤病理学中表现出有效性,有助于准确诊断.
结论:
- 人工智能在皮肤病理学中的整合显示出作为诊断辅助的显著前景.
- 医疗和技术专家之间的合作对于负责任的AI实施至关重要.
- 人工智能被定位为病理学家的支持工具,而不是取代人类专业知识.
相关概念视频
Confocal Fluorescence Microscopy
13.2K
Confocal microscopy is an advanced microscopic technique. The prime advantage of the confocal microscope over other microscopy techniques is its ability to block the out-of-focus light from the illuminated samples using pinholes. It is widely used with fluorescence optics to obtain high-resolution, sharp contrast images. Unlike optical microscopes, confocal microscopes use a focused beam of light laser to scan the entire sample surface at different z-planes. These microscopes are, therefore,...
13.2K
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


