Periodicity constrained and block accelerated thin plate spline approach for cardiac motion estimation

被引:0
|
作者
Yang, Yunfeng [1 ]
Zhu, Lihui [1 ]
Yang, Zekuan [1 ]
Zhu, Yuqi [1 ]
Huang, Qiyin [1 ]
Shi, Pengcheng [3 ]
Lin, Qiang [1 ]
Zhao, Xiaohu [2 ]
Hu, Zhenghui [1 ]
机构
[1] ZheJiang Univ Technol, Coll Sci, Hangzhou, Zhejiang, Peoples R China
[2] Fifth Peoples Hosp Shanghai, Dept Imaging, Shanghai, Peoples R China
[3] Rochester Inst Technol, Coll Comp & Informat Sci, Rochester, NY USA
基金
中国国家自然科学基金;
关键词
Thin plate spline transformation; Motion estimation; Block acceleration; Periodicity constraint; Medical image sequence; MYOCARDIAL-FUNCTION; IMAGE REGISTRATION; HEART; SEGMENTATION; FRAMEWORK; MRI;
D O I
10.1016/j.bspc.2025.107655
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this paper, we propose a periodicity constrained and block accelerated Thin Plate Spline (TPS) approach for cardiac motion estimation from periodic medical image sequences. The TPS transformation is confined to specific sub-blocks to cover the motion range of the matching points during the cardiac cycle, which captured sufficient motion information while preserving computational efficiency. A periodic constraint is introduced to ensure motional consistency throughout the entire cardiac motion. The feasibility of the proposed approach was validated using the Lenna test image, further validation was conducted using MRI datasets from the Cardiac Motion Analysis Challenge (CMAC), demonstrating accurate motion estimation capability with an endpoint error (EE) of less than 1 pixel and an angular error (AE) of less than 5 degrees. Finally, this approach was applied to real cardiac MRI data, and the motion estimation results were shown to be consistent with the assessment of medical experts. Experimental validation demonstrates that the proposed approach provides enhanced computational flexibility in motion estimation, while expert input ensures an optimal balance between computational efficiency and precision.
引用
收藏
页数:13
相关论文
共 22 条
  • [1] Constrained growing based variable size block motion estimation
    Wang, Z
    Lin, N
    Wang, GX
    2004 INTERNATIONAL CONFERENCE ON COMMUNICATION, CIRCUITS, AND SYSTEMS, VOLS 1 AND 2: VOL 1: COMMUNICATION THEORY AND SYSTEMS - VOL 2: SIGNAL PROCESSING, CIRCUITS AND SYSTEMS, 2004, : 910 - 913
  • [2] REGULARIZED MULTILEVEL B-SPLINE REGISTRATION: APPLICATION TO CARDIAC MOTION ESTIMATION
    Mora, Marco
    Andrade, Juan
    Tauber, Clovis
    2010 7TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, 2010, : 512 - 515
  • [3] Interventional 4D motion estimation and reconstruction of cardiac vasculature without motion periodicity assumption
    Rohkohl, C.
    Lauritsch, G.
    Biller, L.
    Pruemmer, M.
    Boese, J.
    Hornegger, J.
    MEDICAL IMAGE ANALYSIS, 2010, 14 (05) : 687 - 694
  • [4] A Novel Hybrid Approach for Fast Block Based Motion Estimation
    Arora, Shaifali Madan
    Khanna, Kavita
    Rajpal, Navin
    INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE, 2017, 4 (06): : 24 - 30
  • [5] A pattern based PSO approach for block matching in motion estimation
    Pandian, S. Immanuel Alex
    Bala, G. Josemin
    Anitha, J.
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2013, 26 (08) : 1811 - 1817
  • [6] An Improved Approach of Block Matching Algorithm for Motion Vector Estimation
    Kamble, Shailesh D.
    Khawase, Sonam T.
    Thakur, Nileshsingh V.
    Patharkar, Akshay V.
    INTERNATIONAL JOURNAL OF INFORMATION RETRIEVAL RESEARCH, 2018, 8 (01) : 38 - 56
  • [7] Efficient block motion estimation using sector based approach
    Nisar, Humaira
    Choi, Tae-Sun
    2007 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-7, 2007, : 1053 - 1056
  • [8] GENERAL-APPROACH TO BLOCK-MATCHING MOTION ESTIMATION
    SEFERIDIS, V
    GHANBARI, M
    OPTICAL ENGINEERING, 1993, 32 (07) : 1464 - 1474
  • [9] Weighted Constrained One-Bit Transform Based Fast Block Motion Estimation
    Gullu, M. Kemal
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2011, 57 (02) : 751 - 755
  • [10] Modified constrained one-bit transform based fast block motion estimation
    Oh, Hwa-Yong
    Kim, Dong-Hwan
    Urhan, Oguzhan
    Chang, Tae-Gyu
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2007, 53 (03) : 1093 - 1097