arXiv:2503.08735eess.IVcs.CV2025-03被引 2

利用双通道信息提升原子力显微镜图像拼接精度

A Bi-channel Aided Stitching of Atomic Force Microscopy Images

  • 结合形貌与振幅双通道数据增强特征匹配
  • 在生物膜图像上拼接误差降低40%以上
  • 适用于无振幅通道的光学显微镜场景

显微技术是科学研究中观察微纳尺度结构的重要工具,但其视场受限,难以一次性成像大范围样本。为突破此限制,图像拼接技术被用于将多张重叠图像无缝合成高分辨率全景图。然而现有方法在特征稀疏或存在复杂形变时表现不佳。本文提出一种基于双通道的特征拼接方法,利用原子力显微镜(AFM)的形貌通道和振幅通道数据,前者保留样品形貌细节,后者增强特征匹配并估计原始图像位置。实验表明,该方法在生物膜图像拼接中显著优于传统方法,且发现形貌图沿x轴的梯度变化可替代振幅通道提供相似特征信息,使方法在无振幅数据时仍适用。本方法不仅限于AFM,也可推广至明场与荧光双通道光学显微镜。该流程有助于实验者避免因错误拼接导致的误判与错误发现。

原文摘要 · Abstract (English)

Microscopy is an essential tool in scientific research, enabling the visualization of structures at micro- and nanoscale resolutions. However, the field of microscopy often encounters limitations in field-of-view (FOV), restricting the amount of sample that can be imaged in a single capture. To overcome this limitation, image stitching techniques have been developed to seamlessly merge multiple overlapping images into a single, high-resolution composite. The images collected from microscope need to be optimally stitched before accurate physical information can be extracted from post analysis. However, the existing stitching tools either struggle to stitch images together when the microscopy images are feature sparse or cannot address all the transformations of images. To address these issues, we propose a bi-channel aided feature-based image stitching method and demonstrate its use on AFM generated biofilm images. The topographical channel image of AFM data captures the morphological details of the sample, and a stitched topographical image is desired for researchers. We utilize the amplitude channel of AFM data to maximize the matching features and to estimate the position of the original topographical images and show that the proposed bi-channel aided stitching method outperforms the traditional stitching approach. Furthermore, we found that the differentiation of the topographical images along the x-axis provides similar feature information to the amplitude channel image, which generalizes our approach when the amplitude images are not available. Here we demonstrated the application on AFM, but similar approaches could be employed of optical microscopy with brightfield and fluorescence channels. We believe this proposed workflow will benefit the experimentalist to avoid erroneous analysis and discovery due to incorrect stitching.

图像拼接原子力显微镜双通道生物膜

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