Non-rigid registration of serial section images by blending transforms for 3D reconstruction

被引:20
|
作者
Kajihara, Takehiro [1 ]
Funatomi, Takuya [1 ]
Makishima, Haruyuki [2 ]
Aoto, Takahito [3 ]
Kubo, Hiroyuki [1 ]
Yamada, Shigehito [4 ]
Mukaigawa, Yasuhiro [1 ]
机构
[1] Nara Inst Sci & Technol, Nara 6300192, Japan
[2] Minist Hlth Labour & Welf, Social Welf & War Victims Relief Bur, Chiyoda Ku, Tokyo 1008916, Japan
[3] Univ Tsukuba, Tsukuba, Ibaraki 3058520, Japan
[4] Kyoto Univ, Grad Sch Med, Sakyo Ku, Kyoto 6068501, Japan
关键词
Image registration; Non-rigid deformation; Transformation blending; MUTUAL INFORMATION; HISTOLOGY; SIMILARITY;
D O I
10.1016/j.patcog.2019.07.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this research, we propose a novel registration method for three-dimensional (3D) reconstruction from serial section images. 3D reconstructed data from serial section images provides structural information with high resolution. However, there are three problems in 3D reconstruction: non-rigid deformation, tissue discontinuity, and accumulation of scale change. To solve the non-rigid deformation, we propose a novel non-rigid registration method using blending rigid transforms. To avoid the tissue discontinuity, we propose a target image selection method using the criterion based on the blending of transforms. To solve the scale change of tissue, we propose a scale adjustment method using the tissue area before and after registration. The experimental results demonstrate that our method can represent non-rigid deformation with a small number of control points, and is robust to a variation in staining. The results also demonstrate that our target selection method avoids tissue discontinuity and our scale adjustment reduces scale change. (C) 2019 The Authors. Published by Elsevier Ltd.
引用
收藏
页数:12
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