南方医科大学学报 ›› 2015, Vol. 35 ›› Issue (09): 1251-.

• • 上一篇    下一篇

基于sift特征点的透射电子显微镜多幅图像拼接

李穆,路艳蒙,韩帅虎,邬卓彬,陈家竞,刘哲星,曹蕾   

  • 出版日期:2015-09-20 发布日期:2015-09-20

Multiple transmission electron microscopic image stitching based on sift features

  • Online:2015-09-20 Published:2015-09-20

摘要: 目的为了解决TEM在高分辨率下仅观察到小视野的问题,本文提出了一种基于sift特征点的TEM多幅图像拼接方法。
方法首先,提取待拼接图像的sift特征点。然后,利用sift特征点结合多项式拟合校正场的方法对图像进行几何校正,再利用
sift特征点进行图像配准。最后,采用泊松图像编辑的方法进行融合以达到无缝拼接。结果60张TEM局部肾小球图像能拼接
出完整的肾小球,图像的配准误差为62.5~187.5 nm,且与其它3种图像拼接方法相比,能够有效减小形变、避免伪影的产生。结
论本文提出的方法能得到高分辨率、大视野的TEM图像,为肾活检病理诊断提供有力的支持。

Abstract: We proposed a new stitching method based on sift features to obtain an enlarged view of transmission electron
microscopic (TEM) images with a high resolution. The sift features were extracted from the images, which were then combined
with fitted polynomial correction field to correct the images, followed by image alignment based on the sift features. The
image seams at the junction were finally removed by Poisson image editing to achieve seamless stitching, which was validated
on 60 local glomerular TEM images with an image alignment error of 62.5 to 187.5 nm. Compared with 3 other stitching
methods, the proposed method could effectively reduce image deformation and avoid artifacts to facilitate renal biopsy
pathological diagnosis.