Comparative analysis of segmentation techniques based on chest X-ray images

被引:1
|
作者
Kiran, Mehreen [1 ]
Ahmed, Imran [1 ]
Khan, Nazish [1 ]
Rehman, Hamood Ur [1 ]
Din, Sadia [2 ]
Paul, Anand [2 ]
Reddy, Alavalapati Goutham [3 ]
机构
[1] Ctr Excellence Informat Technol, Inst Management Sci, Peshawar, Pakistan
[2] Kyungpook Natl Univ, Sch Comp Sci & Engn, Daegu, South Korea
[3] Natl Inst Technol, Dept Comp Sci & Engn, Tadepalligudem, Andhra Pradesh, India
关键词
Chest radiography; Survey; Computer-aided diagnosis; Codes; executable; Commands; Lung region extraction; Segmentation; MEANS CLUSTERING-ALGORITHM; CONTRAST ENHANCEMENT; K-MEANS; HISTOGRAM EQUALIZATION;
D O I
10.1007/s11042-019-7348-3
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The image segmentation is the basic step in the image processing involved in the processing of medical images. Over the past two decades, medical image segmentation has remained a challenge for researchers while the use of this imaging modality is rapidly growing in research studies. This article surveys the techniques and their effect on chest X-ray images. The objective of this work is to study the key similarities and differences among the different published methods while highlighting their strengths and weaknesses on chest X-ray images. The reason is to assist the researchers in the choice of an appropriate lung segmentation methodology. We additionally give a complete portrayal of the existing few basic methods when combined with preprocessing method that can be utilized as a part of the segmentation. A discussion and fair analysis justified with experimental results along with quantitative correlation of the outcomes on 247 images of JSRT through Dice coefficient exhibited.
引用
收藏
页码:8483 / 8518
页数:36
相关论文
共 50 条
  • [1] Comparative analysis of segmentation techniques based on chest X-ray images
    Mahreen Kiran
    Imran Ahmed
    Nazish Khan
    Hamood ur Rehman
    Sadia Din
    Anand Paul
    Alavalapati Goutham Reddy
    Multimedia Tools and Applications, 2020, 79 : 8483 - 8518
  • [2] Knowledge-based method for segmentation and analysis of lung boundaries in chest X-ray images
    Brown, MS
    Wilson, LS
    Doust, BD
    Gill, RW
    Sun, CM
    COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 1998, 22 (06) : 463 - 477
  • [3] Segmentation-based Knowledge Extraction from Chest X-ray Images
    Wibisono, Ari
    Adibah, Jihan
    Priatmadji, Faisal Satrio
    Viderisa, Nabilah Zhafira
    Husna, Aisyah
    Mursanto, Petrus
    2019 4TH ASIA-PACIFIC CONFERENCE ON INTELLIGENT ROBOT SYSTEMS (ACIRS 2019), 2019, : 225 - 230
  • [4] Lung fields segmentation based on shape compactness in chest X-ray images
    Li, Yuqin
    Zhang, Ke
    Shi, Weili
    Jiang, Zhengang
    Journal of Computers (Taiwan), 2021, 32 (04) : 152 - 165
  • [5] Rib segmentation in chest x-ray images based on unsupervised domain adaptation
    Zhao, Jialin
    Nie, Ziwei
    Shen, Jie
    He, Jian
    Yang, Xiaoping
    BIOMEDICAL PHYSICS & ENGINEERING EXPRESS, 2024, 10 (01)
  • [6] Deep Convolutional Neural Network with Segmentation Techniques for Chest X-Ray Analysis
    Wang, Binquan
    Wu, Zeyuan
    Khan, Zakir Ullah
    Liu, Chenglin
    Zhu, Ming
    PROCEEDINGS OF THE 2019 14TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA 2019), 2019, : 1212 - 1216
  • [7] Segmentation of Lung region for chest X-ray images based on medical registration and ASM
    Wang, Chunyan
    Guo, Shengwen
    Wu, Xiaoming
    2009 3RD INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING, VOLS 1-11, 2009, : 1817 - 1820
  • [8] Focal modulation network for lung segmentation in chest X-ray images
    Ozturk, Saban
    Cukur, Tolga
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2023, 31 (06) : 1006 - 1020
  • [9] Bone Segmentation from X-Ray Images: Challenges and Techniques
    Shah, Rutvi
    Sharma, Priyanka
    INFORMATION SYSTEMS DESIGN AND INTELLIGENT APPLICATIONS, INDIA 2017, 2018, 672 : 853 - 862
  • [10] Comparative Analysis of Non Linear Filtering Techniques for Denoising of X-Ray Images
    Agarwal, Sugandha
    Singh, O. P.
    Nagaria, Deepak
    2016 11TH INTERNATIONAL CONFERENCE ON INDUSTRIAL AND INFORMATION SYSTEMS (ICIIS), 2016, : 185 - 188