Image Registration Algorithm for Sequence Pathology Slices Of Pulmonary Nodule

被引:0
|
作者
Liu, Qianqian [1 ]
Zhao, Gaofeng [2 ]
Deng, Jicai [1 ]
Xue, Qi [1 ]
Hou, Weiyan [1 ]
He, Yingzhe [1 ]
机构
[1] Zhengzhou Univ, Sch Informat Engn, Zhengzhou, Peoples R China
[2] Zhengzhou Univ, Affiliated Hosp 1, Zhengzhou, Peoples R China
来源
2019 8TH INTERNATIONAL SYMPOSIUM ON NEXT GENERATION ELECTRONICS (ISNE) | 2019年
关键词
pathological section images; image registration; pulmonary nodule; scale-invariant feature transform (SIFT); fast sparse coding (FSC); SIFT;
D O I
10.1109/isne.2019.8896682
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Registration of pathological section images is an important part of three-dimensional reconstruction of sections. In this paper, a registration method was proposed to solve the problem of mismatching of pathological section images of pulmonary nodules. Firstly, rough matching is performed, and the feature points are extracted according to the scale-invariant feature transform (SIFT) algorithm. Then fast sparse coding (FSC) is used for fine matching to eliminate mismatched pairs. The algorithm presented in this paper is applied to the registration between sequence sections of pulmonary nodules. The experimental results show that the algorithm can effectively find more matching point pairs, accurately remove the false matching point pairs, and significantly improve the registration accuracy.
引用
收藏
页数:3
相关论文
共 50 条
  • [41] PUNDIT: Pulmonary nodule detection with image category transformation
    Zhao, Wangyuan
    Ma, Jingchen
    Zhao, Lu
    Hou, Runping
    Qiu, Lu
    Fu, Xiaolong
    Zhao, Jun
    MEDICAL PHYSICS, 2023, 50 (05) : 2914 - 2927
  • [42] Label Propagation Algorithm for the Slices Detection of a Ground-Glass Opacity Nodule
    Du, Weiwei
    Yuan, Dandan
    Wang, Jianming
    Duan, Xiaojie
    Ma, Yanhe
    Zhang, Hong
    INTERNATIONAL JOURNAL OF SOFTWARE INNOVATION, 2019, 7 (01) : 104 - 118
  • [43] Image Registration for sequential Ocular Multispectral Slices via Heterogeneous Mapping
    Lian, Jian
    Zheng, Yuanjie
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2021, 62 (08)
  • [44] Shape Attribute Registration for Matching of Pulmonary Vasculature in Thoracic Image Registration
    Hugo, G.
    Weiss, E.
    Guy, C.
    Riblett, M.
    Pan, Y.
    Christensen, G.
    MEDICAL PHYSICS, 2017, 44 (06) : 3086 - 3086
  • [45] An Image Registration Method with Radial Feature Points Sampling: Application to Follow-Up CT Scans of a Solitary Pulmonary Nodule
    Ishihara, Masaki
    Matsuda, Yuji
    Sugimura, Masahiko
    Endo, Susumu
    Takebe, Hiroaki
    Baba, Takayuki
    Uehara, Yusuke
    IMAGE AND VIDEO TECHNOLOGY, PSIVT 2015, 2016, 9431 : 512 - 525
  • [46] A Novel Segmentation Algorithm for Pulmonary Nodule in Chest Radiograph
    Wei, Erling
    Yan, Jiayong
    Xu, Mantao
    Zhang, Jiwu
    19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 2181 - 2184
  • [47] A Robust Image Registration Algorithm Used for Panoramic Image Mosaic
    Bo, Gao
    Cao, Jianzhong
    Zhou, Zuofeng
    Qu, Enshi
    Hua, Wang
    Guo, Huinan
    PROCEEDINGS OF 2012 INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND SIGNAL PROCESSING, 2012, : 300 - 303
  • [48] Fusion algorithm of UAV infrared image and visible image registration
    Shi, Yonghua
    Jiang, Xishun
    Li, Shukun
    SOFT COMPUTING, 2023, 27 (02) : 1061 - 1073
  • [49] Underwater Image Mosaic Algorithm Based on Improved Image Registration
    Zhao, Yinsen
    Gao, Farong
    Yu, Jun
    Yu, Xing
    Yang, Zhangyi
    APPLIED SCIENCES-BASEL, 2021, 11 (13):
  • [50] A fast image registration algorithm for diffeomorphic image with large deformation
    Yan, De-Qin
    Liu, Cai-Feng
    Liu, Sheng-Lan
    Liu, De-Shan
    Zidonghua Xuebao/Acta Automatica Sinica, 2015, 41 (08): : 1461 - 1470