Segmentation and Feature Extraction in Medical Imaging: A Systematic Review

被引:87
|
作者
Chowdhary, Chiranji Lal [1 ]
Acharjya, D. P. [1 ]
机构
[1] Vellore Inst Technol, Sch Informat Technol & Engn, Vellore, Tamil Nadu, India
关键词
Medical Imaging; Fuzzy Segmentation; Feature Extraction; Imaging Modality; Segmentation; PRINCIPLES;
D O I
10.1016/j.procs.2020.03.179
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image processing techniques being crucial towards analyzing and resolving issues in medical imaging since last two decades. Medical imaging is a process or technique to find the inner or outer construction of mortal body. The process observes medicinal diagnosis, analyze illnesses and develop data-sets of normal and abnormal imageries. Medical imaging is divided in two folds such as invisible-light medical imaging and visible-light medical imaging. The second type of medical imaging were can be understood by a common person whereas the first type can be interpreted by a radiologist. Analysis of all these require segmentation and feature extraction. In fact a lot of medical imaging techniques are available but authors restrict survey to tumor detection through mammograms or magnetic resonance imaging. In this paper, authors survey on various segmentation and feature extraction methods in medicinal images used for preprocessing. (C) 2020 The Authors. Published by Elsevier B.V.
引用
收藏
页码:26 / 36
页数:11
相关论文
共 50 条
  • [1] An Enhanced Feature Extraction Network for Medical Image Segmentation
    Gao, Yan
    Che, Xiangjiu
    Xu, Huan
    Bie, Mei
    APPLIED SCIENCES-BASEL, 2023, 13 (12):
  • [2] ResX: Feature Extraction Block for Medical Image Segmentation
    Qi, Sumin
    Lee, Zhiqi
    Liu, Jianlei
    Han, Mengjie
    Qin, Yixuan
    Du, Qiuxuan
    IEEE ACCESS, 2024, 12 : 28775 - 28783
  • [3] ResX: Feature Extraction Block for Medical Image Segmentation
    Qi, Sumin
    Lee, Zhiqi
    Liu, Jianlei
    Han, Mengjie
    Qin, Yixuan
    Du, Qiuxuan
    IEEE Access, 2024, 12 : 28775 - 28783
  • [4] Systematic review of computational techniques, dataset utilization, and feature extraction in electrocardiographic imaging
    Mayorca-Torres, Dagoberto
    Leon-Salas, Alejandro J.
    Peluffo-Ordonez, Diego H.
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2025,
  • [5] Wavelet transform for directional feature extraction in medical imaging
    Li, LH
    Mao, F
    Qian, W
    Clarke, LP
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL III, 1997, : 500 - 503
  • [6] A REVIEW OF RECENT TEXTURE SEGMENTATION AND FEATURE-EXTRACTION TECHNIQUES
    REED, TR
    DUBUF, JMH
    CVGIP-IMAGE UNDERSTANDING, 1993, 57 (03): : 359 - 372
  • [7] Deep Learning in Retinal Image Segmentation and Feature Extraction: A Review
    Hoque, Mohammed Enamul
    Kipli, Kuryati
    INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING, 2021, 17 (14) : 103 - 118
  • [8] Automated Classification and Segmentation and Feature Extraction from Breast Imaging Data
    Sun, Yiran
    Zhu, Zede
    Honarvar Shakibaei Asli, Barmak
    ELECTRONICS, 2024, 13 (19)
  • [9] IMAGE SEGMENTATION AND FEATURE EXTRACTION
    SKLANSKY, J
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1978, 8 (04): : 237 - 247
  • [10] Feature extraction for MRI segmentation
    Velthuizen, RP
    Hall, LO
    Clarke, LP
    JOURNAL OF NEUROIMAGING, 1999, 9 (02) : 85 - 90