Anisotropic Diffusion based Brain MRI Segmentation and 3D Reconstruction

被引:17
|
作者
Jaffar, M. Arfan [2 ]
Zia, Sultan [2 ]
Latif, Ghaznafar [2 ]
Mirza, Anwar M. [3 ]
Mehmood, Irfan [1 ]
Ejaz, Naveed [1 ]
Baik, Sung Wook [1 ]
机构
[1] Sejong Univ, Coll Elect & Informat Engn, Seoul, South Korea
[2] Natl Univ Comp & Emerging Sci, Islamabad, Pakistan
[3] King Saud Univ, Coll Sci, Res Ctr, Riyadh 11451, Saudi Arabia
关键词
Magnetic resonance imaging (MRI); Classification; Image Segmentation; Tumor detection; 3D reconstruction; IMAGE SEGMENTATION; MEDICAL IMAGES; NEURAL-NETWORK; MAXIMIZATION; EXTRACTION;
D O I
10.1080/18756891.2012.696913
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In medical field visualization of the organs is very imperative for accurate diagnosis and treatment of any disease. Brain tumor diagnosis and surgery also required impressive 3D visualization of the brain to the radiologist. Detection and 3D reconstruction of brain tumors from MRI is a computationally time consuming and error-prone task. Proposed system detects and presents a 3D visualization model of the brain and tumor inside which greatly helps the radiologist to effectively diagnose and analyze the brain tumor. We proposed a multi-phase segmentation and visualization technique which overcomes the many problems of 3D volume segmentation methods like lake of fine details. In this system segmentation is done in three different phases which reduces the error chances. The system finds contours for skull, brain and tumor. These contours are stacked over and two novel methods are used to find the 3D visualization models. The results of these techniques, particularly of interpolation based, are impressive. Proposed system is tested against publically available data set [41] and MRI datasets available from MRI & CT center Rawalpindi, Pakistan [42].
引用
收藏
页码:494 / 504
页数:11
相关论文
共 50 条
  • [31] Distributionally Robust Segmentation of Abnormal Fetal Brain 3D MRI
    Fidon, Lucas
    Aertsen, Michael
    Mufti, Nada
    Deprest, Thomas
    Emam, Doaa
    Guffens, Frederic
    Schwartz, Ernst
    Ebner, Michael
    Prayer, Daniela
    Kasprian, Gregor
    David, Anna L.
    Melbourne, Andrew
    Ourselin, Sebastien
    Deprest, Jan
    Langs, Georg
    Vercauteren, Tom
    UNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, AND PERINATAL IMAGING, PLACENTAL AND PRETERM IMAGE ANALYSIS, 2021, 12959 : 263 - 273
  • [32] 3D MRI Brain Tumor Segmentation Using Autoencoder Regularization
    Myronenko, Andriy
    BRAINLESION: GLIOMA, MULTIPLE SCLEROSIS, STROKE AND TRAUMATIC BRAIN INJURIES, BRAINLES 2018, PT II, 2019, 11384 : 311 - 320
  • [33] BOX SPLINE BASED 3D TOMOGRAPHIC RECONSTRUCTION OF DIFFUSION PROPAGATORS FROM MRI DATA
    Ye, Wenxing
    Portnoy, Sharon
    Entezari, Alireza
    Vemuri, Baba C.
    Blackband, Stephen J.
    2011 8TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, 2011, : 397 - 400
  • [34] 3D Brain MRI Reconstruction based on 2D Super-Resolution Technology
    Zhang Hongtao
    Shinomiya, Yuki
    Yoshida, Shinichi
    2020 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2020, : 18 - 23
  • [35] Hierarchical-based parallel technique for HMM 3D MRI brain segmentation algorithm
    El-Moursy, Ali
    Saif, Sheif
    Younis, Akmal
    INTERNATIONAL JOURNAL OF PARALLEL EMERGENT AND DISTRIBUTED SYSTEMS, 2012, 27 (04) : 297 - 316
  • [36] An anatomically driven anisotropic diffusion filtering method for 3D SPECT reconstruction
    Kazantsev, Daniil
    Arridge, Simon R.
    Pedemonte, Stefano
    Bousse, Alexandre
    Erlandsson, Kjell
    Hutton, Brian F.
    Ourselin, Sebastien
    PHYSICS IN MEDICINE AND BIOLOGY, 2012, 57 (12): : 3793 - 3810
  • [37] Enhanced 3D Reconstruction of Faces Animation by Background Separation and Anisotropic Diffusion
    Chen, Fei
    Choi, Jaeho
    INTELLIGENT AND FUZZY SYSTEMS, VOL 3, INFUS 2024, 2024, 1090 : 225 - 232
  • [38] Brain Tumor Segmentation Using Attention- Based Network in 3D MRI Images
    Xu, Xiaowei
    Zhao, Wangyuan
    Zhao, Jun
    BRAINLESION: GLIOMA, MULTIPLE SCLEROSIS, STROKE AND TRAUMATIC BRAIN INJURIES (BRAINLES 2019), PT II, 2020, 11993 : 3 - 13
  • [39] Freehand scan ultrasound reconstruction based on optimal 3D grid selection and anisotropic diffusion interpolation
    Yu, Y
    Molloy, J
    MEDICAL PHYSICS, 2005, 32 (06) : 2155 - 2155
  • [40] Grammar-based 3D facade segmentation and reconstruction
    Wan, Guowei
    Sharf, Andrei
    COMPUTERS & GRAPHICS-UK, 2012, 36 (04): : 216 - 223