一个皮肤病变头发面膜数据集与细粒度的注释
Sk Imran Hossain1, Sudipta Singha Roy2, Jocelyn De Goër De Herve3,4
1Université Clermont Auvergne, Clermont Auvergne INP, ENSMSE, CNRS, LIMOS, F-63000 Clermont-Ferrand, France.
Data in brief
|June 29, 2023
概括
研究人员创建了最大的头发细分数据集,用于皮肤镜图像,以改善皮肤病变分析. 这种高质量的数据集有助于开发更好的数字脱毛和模拟算法.
科学领域:
- 皮肤病学 皮肤病学
- 计算机视觉 计算机视觉
- 医疗成像医学成像
背景情况:
- 皮肤镜图像中的头发阻碍了通过计算机辅助算法进行皮肤病变分析.
- 数字脱毛和模拟技术可以提高病变分析的准确性.
研究的目的:
- 开发最大的公开可用的皮肤病变毛发细分面具数据集.
- 为培训和基准测试头发细分算法提供高质量的,无人工制成品的数据集.
主要方法:
- 收集了500张CC0许可的皮肤镜图像,各种发型模式.
- 在现有数据集上训练了用于头发细分的深度学习模型.
- 提取了头发面膜,并通过手动校正和多注释器验证来完善它们.
主要成果:
- 创建了最大的公开可用的皮肤损伤毛发细分口罩数据集.
- 该数据集没有非毛发文物,并且具有细粒度的,经过验证的注释.
- 该数据集有助于提高皮肤镜图像的头发细分性能.
结论:
- 新的数据集是促进皮肤学成像中的头发细分算法的宝贵资源.
- 它支持开发更准确的计算机辅助损伤分析工具.
- 本资源有助于创建用于医疗图像处理的真实增毛系统.
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