使用机器学习的数字脚图像开发Hallux Valgus分类
Mitsumasa Hida1,2, Shinji Eto3, Chikamune Wada3
1Department of Rehabilitation, Osaka Kawasaki Rehabilitation University, Mizuma 158, Kaizuka 597-0104, Japan.
Life (Basel, Switzerland)
|May 27, 2023
概括
机器学习使用脚图像准确地选形 (脚形) . 这种早期的工具显示出快速,非侵入性检测的前景,可能降低医疗成本.
科学领域:
- 整形外科 整形外科 整形外科
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 形形是一种常见的脚形,需要及早检测以防止进展.
- 价值的医疗和经济影响需要高效的诊断工具.
- 目前的查方法可能不快速或无法广泛使用.
研究的目的:
- 为了评估机器学习工具的准确性,用于早期光 valgus 查.
- 为了比较两种图像预处理模式 (A和B) 的性能,用于检测状.
- 评估AI在分析足部图像以识别形方面的潜力.
主要方法:
- 一个507英尺图像的数据集被用于机器学习模型训练.
- 应用了两个图像预处理模式,A和B,涉及各种转换.
- 使用VGG16卷积神经网络对脚图像进行分类.
主要成果:
- 使用B模式预处理的机器学习模型的准确性比A模式 (0.62) 高 (0.79).
- 与A模式相比,B模式获得了更高的精度 (0.77),回忆 (0.96) 和F1得分 (0.86).
- 开发的工具在区分高和正常脚的过程中显示出足够的准确性.
结论:
- 足部图像的机器学习分析是光 valgus 查的一个可行的方法.
- 图像预处理模式B显著提高了AI工具的诊断准确度.
- 这种人工智能工具的进一步改进可以实现广泛的,容易查.
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