使用前部片段图像检测眼睛接受青光眼药物的深度学习模型
Shogo Arimura1, Ryohei Komori1, Kentaro Iwasaki1
1Department of Ophthalmology, Faculty of Medical Sciences, University of Fukui, Matsuoka, Eiheiji, Yoshida, Fukui, Japan.
Translational vision science & technology
|August 20, 2025
概括
一个深度学习模型从眼睛图像中准确地检测到眼睛眼的药物使用, 这项技术可以帮助评估药物的副作用,
科学领域:
- 眼科 眼科
- 人工智能
- 医学成像
背景情况:
- 药物可能会引起眼部的副作用.
- 通过前段图像检测药物使用是具有挑战性的.
- 需要对治疗效果进行客观评估.
研究的目的:
- 从前段图像开发和评估用于检测眼药物的深度学习模型.
- 为了可视化模型对分类的解剖区域.
- 将模型的诊断性能与人类识别进行比较.
主要方法:
- 一个深度学习模型被训练在20,000个增强的前段图像上.
- 该模型在200张前段图像上进行了测试 (100种药物,100种无药物).
- 通过接收器操作特征曲线下的面积 (AROC) 测量性能;用于可视化使用梯度加权类激活映射 (Grad-CAM).
主要成果:
- 深度学习模型的准确性明显高于人类识别 (AROC 0.75).
- 在不同的结膜性高血症,前列腺素类型的使用和照明条件下表现一致.
- 使用青光眼药物时,Grad-CAM更频繁地突出显示了眼睛周围的区域 (P < 0. 01).
结论:
- 深度学习模型可以从前段图像中客观地检测眼药物使用情况.
- 度映射表明模型识别了与治疗相关的微妙周期性变化.
- 这项技术有助于评估药物的副作用,
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