Automatic Microscopy Image Stitching Based on Geometry Features

被引:0
|
作者
Zhang, Yi [1 ]
Pang, Baochuan [2 ]
Yu, Yuan [3 ]
Zhang, Caifang [1 ]
机构
[1] Huazhong Univ Sci & Technol, Wenhua Coll, Dept Elect & Informat Engn, Wuhan, Peoples R China
[2] Landing Medical Hi Tech LTD, Dept Res & Dev, Wuhan, Peoples R China
[3] Huazhong Univ Sci & Technol, Wenhua Coll, Wuhan, Peoples R China
关键词
Virtual microscopy; Image stitching; geometry features; Image matching; RANSAC;
D O I
暂无
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 paper, we present an automatic image stitching method for Virtual Microscopy (VM). The method aims to integrate a number of fields of view into a large image which captures the whole view of a biomedical specimen. The method aligns the images based on matching of local features. To assure matching accuracy, feature points are efficiently detected using integral images. In addition, the local features are matched by incorporating geometry features. The mismatched feature points are filtered out by RANSAC algorithm, which provides robust estimation of the transformation between images. The experiments on stitching the microscopy images demonstrate that our method is accurate and efficient.
引用
收藏
页码:927 / 931
页数:5
相关论文
共 50 条
  • [41] Image seamless stitching and straightening based on the image block
    Qu, Zhong
    Wang, Tengfeng
    An, Shiquan
    Liu, Ling
    IET IMAGE PROCESSING, 2018, 12 (08) : 1361 - 1369
  • [42] Unsupervised Deep Image Stitching: Reconstructing Stitched Features to Images
    Nie, Lang
    Lin, Chunyu
    Liao, Kang
    Liu, Shuaicheng
    Zhao, Yao
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021, 30 : 6184 - 6197
  • [43] A Modified Automatic Image Stitching Model for Textile and Garment Research Area
    Zhang, Qi
    Zhang, YiHong
    Xu, Jing
    PROCEEDINGS OF 3RD INTERNATIONAL CONFERENCE ON MULTIMEDIA TECHNOLOGY (ICMT-13), 2013, 84 : 690 - 698
  • [44] Automatic Seamless Image Mosaic Method Based on SIFT Features
    Liu, Meiying
    Wen, Desheng
    SECOND INTERNATIONAL CONFERENCE ON PHOTONICS AND OPTICAL ENGINEERING, 2017, 10256
  • [45] Automatic fire smoke detection based on image visual features
    Xu, Zhengguang
    Xu, Jialin
    CIS WORKSHOPS 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY WORKSHOPS, 2007, : 316 - 319
  • [46] Logical Stitching: A Panoramic Image Stitching Method Based on Color Calibration Box
    Ye, Weihua
    Yu, Kaiwen
    Yu, Yang
    Li, Jia
    PROCEEDINGS OF 2018 14TH IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP), 2018, : 1139 - 1143
  • [47] Multi-image Stitching for Smartphone-based Retinal Fundus Stitching
    R Hu
    Chalakkal, R. J.
    Linde, G.
    Dhupia, J. S.
    2022 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS (AIM), 2022, : 179 - 184
  • [48] An Image Region-Based Image Stitching Algorithm of Smartphones
    Huo, Xinwei
    Liu, Junqi
    Liu, Yusheng
    Geng, Jiahui
    Zhang, Lei
    2022 IEEE 14TH INTERNATIONAL CONFERENCE ON ADVANCED INFOCOMM TECHNOLOGY (ICAIT 2022), 2022, : 325 - 329
  • [49] Feature-Based Image Stitching Algorithms
    Bonny, Moushumi Zaman
    Uddin, Mohammad Shorif
    2016 INTERNATIONAL WORKSHOP ON COMPUTATIONAL INTELLIGENCE (IWCI), 2016, : 198 - 203
  • [50] SIFT image stitching based on geometric image registration solution
    Zou C.
    Hou X.
    Ma J.
    2016, Huazhong University of Science and Technology (44): : 32 - 36