Exploring the Left Ventricular Chamber Dynamics in Echocardiography Images

被引:1
作者
Jara-Hurtado, Daniel [1 ]
Andres Sandino, Alvaro [1 ]
Felipe Carrera-Pinzon, Andres [1 ]
Ortiz Davila, Carlos Alberto [2 ]
Romero, Eduardo [1 ]
机构
[1] Univ Nacl Colombia, Fac Med, CIMA LAB Res Grp, Bogota, Colombia
[2] RICAVTA Res Grp, Bogota, Colombia
来源
17TH INTERNATIONAL SYMPOSIUM ON MEDICAL INFORMATION PROCESSING AND ANALYSIS | 2021年 / 12088卷
关键词
Echocardiography; left ventricular chamber; regional tracking; cardiac dynamics;
D O I
10.1117/12.2606304
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This work proposes a novel analysis of the left ventricular chamber dynamics from ultrasound 2D videos, in four steps: first the left ventricular chamber is segmented and second a multi-orientation and multi-scale filtering is performed. A third step is the chamber partition in similar number of super-pixels or homogeneous regions. The final step extracts features from the velocity-acceleration phase plane constructed by tracking these regions along the cardiac cycle and estimating their velocity and acceleration. Finally, each case is characterized by dividing the phase plane into three disjoint areas along the radial direction and estimating the density of points per region. This approach was evaluated in actual videos of four subjects, two control and two patients. Results show density means for unhealthy and control as follows: 0.63 and 0.45 for the low motion region, 0.26 and 0.4 for the mid motion region, and 0.1 and 0.1 for the high motion region.
引用
收藏
页数:11
相关论文
共 14 条
  • [1] SLIC Superpixels Compared to State-of-the-Art Superpixel Methods
    Achanta, Radhakrishna
    Shaji, Appu
    Smith, Kevin
    Lucchi, Aurelien
    Fua, Pascal
    Suesstrunk, Sabine
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (11) : 2274 - 2281
  • [2] Standardized Evaluation System for Left Ventricular Segmentation Algorithms in 3D Echocardiography
    Bernard, Olivier
    Bosch, Johan G.
    Heyde, Brecht
    Alessandrini, Martino
    Barbosa, Daniel
    Camarasu-Pop, Sorina
    Cervenansky, Frederic
    Valette, Sebastien
    Mirea, Oana
    Bernier, Michel
    Jodoin, Pierre-Marc
    Domingos, Jaime Santo
    Stebbing, Richard V.
    Keraudren, Kevin
    Oktay, Ozan
    Caballero, Jose
    Shi, Wei
    Rueckert, Daniel
    Milletari, Fausto
    Ahmadi, Seyed-Ahmad
    Smistad, Erik
    Lindseth, Frank
    van Stralen, Maartje
    Wang, Chen
    Smedby, Orjan
    Donal, Erwan
    Monaghan, Mark
    Papachristidis, Alex
    Geleijnse, Marcel L.
    Galli, Elena
    D'hooge, Jan
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2016, 35 (04) : 967 - 977
  • [3] Chumarnaya T, 2015, COMPUT CARDIOL CONF, V42, P353, DOI 10.1109/CIC.2015.7408659
  • [4] Strain and Strain Rate Imaging by Echocardiography - Basic Concepts and Clinical Applicability
    Dandel, Michael
    Lehmkuhl, Hans
    Knosalla, Christoph
    Suramelashvili, Nino
    Hetzer, Roland
    [J]. CURRENT CARDIOLOGY REVIEWS, 2009, 5 (02) : 133 - 148
  • [5] Speckle Noise Reduction in Echocardiography Using a Bank of Filters Based on Oriented Structuring Elements
    Daniel Jara-Hurtado, Jorge
    Andres Sandino, Alvaro
    Atehortua, Angelica
    Ortiz Davila, Carlos Alberto
    Romero, Eduardo
    [J]. 15TH INTERNATIONAL SYMPOSIUM ON MEDICAL INFORMATION PROCESSING AND ANALYSIS, 2020, 11330
  • [6] Extracting cardiac dynamics within ECG signal for human identification and cardiovascular diseases classification
    Deng, Muqing
    Wang, Cong
    Tang, Min
    Zheng, Tongjia
    [J]. NEURAL NETWORKS, 2018, 100 : 70 - 83
  • [7] Machine learning based quantification of ejection and filling parameters by fully automated dynamic measurement of left ventricular volumes from cardiac magnetic resonance images
    Goyal, Neha
    Mor-Avi, Victor
    Volpato, Valentina
    Narang, Akhil
    Wang, Shuo
    Salerno, Michael
    Lang, Roberto M.
    Patel, Amit R.
    [J]. MAGNETIC RESONANCE IMAGING, 2020, 67 : 28 - 32
  • [8] Echocardiography in heart failure - Applications, utility, and new horizons
    Kirkpatrick, James N.
    Vannan, Mani A.
    Narula, Jagat
    Lang, Roberto M.
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2007, 50 (05) : 381 - 396
  • [9] The Role of Echocardiography in Heart Failure
    Marwick, Thomas H.
    [J]. JOURNAL OF NUCLEAR MEDICINE, 2015, 56 : 31S - 38S
  • [10] Blood Speckle-Tracking Based on High-Frame Rate Ultrasound Imaging in Pediatric Cardiology
    Nyrnes, Siri A.
    Fadnes, Solveig
    Wigen, Morten Smedsrud
    Mertens, Luc
    Lovstakken, Lasse
    [J]. JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY, 2020, 33 (04) : 493 - +