转变绿眼的诊断:转换器在最前沿
Farheen Chincholi1, Harald Koestler1
1Department of Computer Science, Chair of Computer Science 10 (System Simulation), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.
Frontiers in artificial intelligence
|January 30, 2024
概括
这项研究探讨了视觉变压器和检测变压器,用于在医学图像中自动检测青光眼. 检测变压器实现了90.48%的准确性,在识别青光眼的指标方面超过了视觉变压器.
科学领域:
- 眼科医生 眼科 眼科
- 计算机视觉 计算机视觉
- 医疗成像医学成像
背景情况:
- 视觉变压器是图像分类的标准,但在对象检测方面面临挑战.
- 在医学成像中自动检测眼需要强大的计算机视觉模型.
研究的目的:
- 探索扩展视觉变压器用于医疗成像中的物体检测,以检测青光眼.
- 为了比较分析检测变压器用于青光眼的检测.
- 为了评估玻璃眼病诊断的杯盘比和神经甲状腺边缘稀释.
主要方法:
- 使用视觉变压器和检测变压器架构.
- 分析了 fundus 图像,以评估杯与盘的比例和神经甲状腺边缘.
- 提出了一个诊断值,即杯与盘的比率超过0.6.6.
- 采用了Kaggle标准化基金玻璃眼瘤数据集中的数据集.
主要成果:
- 预训练的检测变压器实现了90.48%的准确性.
- 视觉变压器实现了87.87%的竞争精度.
- 结果得到了格劳科马医学专家的验证.
结论:
- 检测变压器显示了在医学成像中自动检测玻璃眼瘤的巨大潜力.
- 视觉转换器和检测转换器都提供了对玻璃眼查的可行方法.
- 拟议的诊断值有助于识别潜在的玻璃眼病例.
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