在拉曼高光谱图像中对外部背景进行校正
J Nicholas Taylor1,2, Aurélien Pélissier1,3, Kentaro Mochizuki4
1Research Institute for Electronic Science, Hokkaido University, Kita 20, Nishi 10, Kita-ku, Sapporo 001-0020, Japan.
Analytical chemistry
|August 10, 2023
概括
拉曼超光谱显微镜中的外部背景可能会扭曲结果. 一种新的外部背景校正 (EBC) 方法精确地消除了这种噪音,改善了生物样本的分类,并使更广泛的应用成为可能.
科学领域:
- 生物成像成像技术
- 生物医学成像学 生物医学成像学
- 化学分析 化学分析
背景情况:
- 拉曼超光谱显微镜对于生物和生物医学成像至关重要.
- 频谱波动和污染挑战拉曼光谱分析.
- 现有的方法与外部背景作斗争,影响生物应用.
研究的目的:
- 为了解决拉曼超光谱图像中的外部背景问题.
- 开发一种方法来减轻对分类模型的外部背景影响.
- 为了提高区分良性和恶性样本的准确性.
主要方法:
- 外在背景校正 (EBC) 的发展.
- 在拉曼高光谱图像上应用EBC.
- 卵泡甲状腺细胞系的分类,有或没有EBC.
主要成果:
- 外在背景显著影响了分类模型的准确性.
- 在保持光谱生物特征的同时,EBC有效地减少了外部背景.
- 在应用EBC后,分类准确性得到改善.
结论:
- EBC是准确分析拉曼超光谱图像的关键方法.
- 开发的EBC方法提高了生物和生物医学成像的可靠性.
- 对于其他高光谱和灰度图像类型,EBC方法可适应.
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