Computer-Aided Dental Caries Detection System from X-Ray Images

被引:12
|
作者
Rad, Abdolvahab Ehsani [1 ]
Amin, Ismail Bin Mat [1 ]
Rahim, Mohd Shafry Mohd [1 ]
Kolivand, Hoshang [1 ]
机构
[1] Univ Teknol Malaysia, MaGIC X Media & Games Innovat Ctr Excellence, UTM IRDA Digital Media Ctr, Skudai Johor 81310, Malaysia
关键词
caries detection; segmentation; feature extraction; HUMAN IDENTIFICATION; SEGMENTATION;
D O I
10.1007/978-3-319-13153-5_23
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The early detection of disease is one of important matter of diagnostic imaging. In this paper we developed a system to analysis the dental x-ray images and diagnosis the tooth which has abnormalities of caries. Enhancement applied to improve the quality of x-ray images and Thresholding method performed to simplify the images. Segmentation has been done by applying the integral projection technique to extract the individual tooth and therefore feature map of tooth surface generated to analysis and detection process. Nevertheless, experiments show the accurate segmentation and caries detection with proposed method which achieves high accuracy and promising result.
引用
收藏
页码:233 / 243
页数:11
相关论文
共 50 条
  • [31] A new method for computer aided detection of pulmonary nodules in X-ray CT images
    Homma, Noriyasu
    Takei, Kazunori
    Ishibashi, Tadashi
    [J]. ADVANCES ON ARTIFICIAL INTELLIGENCE, KNOWLEDGE ENGINEERING AND DATA BASES, PROCEEDINGS, 2008, : 379 - +
  • [32] A new approach for computer-aided detection of coronavirus (COVID-19) from CT and X-ray images using machine learning methods
    Saygili, Ahmet
    [J]. APPLIED SOFT COMPUTING, 2021, 105
  • [33] Computer-Aided Diagnosis for Lung Lesion in Companion Animals from X-ray Images Using Deep Learning Techniques
    Arsomngern, Pattaramanee
    Numcharoenpinij, Nichakorn
    Piriyataravet, Jitpinun
    Teerapan, Wutiwong
    Hinthong, Woranich
    Phunchongharn, Phond
    [J]. 2019 IEEE 10TH INTERNATIONAL CONFERENCE ON AWARENESS SCIENCE AND TECHNOLOGY (ICAST 2019), 2019, : 40 - 45
  • [34] Digital Chest X-Ray with Computer-aided Detection for Tuberculosis Screening within Correctional Facilities
    Velen, Kavindhran
    Sathar, Farzana
    Hoffmann, Christopher J.
    Hausler, Harry
    Fononda, Amanda
    Govender, Sharlene
    Lerefolo, Matsie
    Govender, Ashley
    Charalambous, Salome
    [J]. ANNALS OF THE AMERICAN THORACIC SOCIETY, 2022, 19 (08) : 1313 - 1319
  • [35] Detection of approximal caries with a storage phosphor system. A comparison of enhanced digital images with dental X-ray film
    Moystad, A
    Svanaes, DB
    Risnes, S
    Larheim, TA
    Grondahl, HG
    [J]. DENTOMAXILLOFACIAL RADIOLOGY, 1996, 25 (04) : 202 - 206
  • [36] Computer-Aided Diagnosis of Mass Screenings for Gastric Cancer Using Double Contrast X-ray Images
    Abe, Koji
    Nobuoka, Tetsuya
    Minami, Masahide
    [J]. 2011 IEEE PACIFIC RIM CONFERENCE ON COMMUNICATIONS, COMPUTERS AND SIGNAL PROCESSING (PACRIM), 2011, : 708 - 713
  • [37] Computer-aided Detection of Tuberculosis from Microbiological and Radiographic Images
    Ibrahim, Abdullahi Umar
    Kibarer, Ayse Gunnay
    Al-Turjman, Fadi
    [J]. DATA INTELLIGENCE, 2023, 5 (04) : 1008 - 1032
  • [38] FLOSSC: A Computer-Aided Tool for Detecting Corona Virus Infections through Chest X-Ray Images
    Bin Ahmad, Umair
    Javed, Farwa
    Aftab, M. Omer
    Nasir, Ayesha
    Hassan, Arfa
    Farooq, Muhammad Sajid
    [J]. 4TH INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING (IC)2, 2021, : 570 - 578
  • [39] IMAGE-RECONSTRUCTION FROM STRIP INTEGRALS IN COMPUTER-AIDED X-RAY TOMOGRAPHY
    VERLY, JG
    BRACEWELL, RN
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 1980, 25 (04): : 772 - 772
  • [40] Computer-aided diagnosis of pathological findings in the jaws in the panoramic x-ray
    Kloss, FR
    Sörgel, W
    Nkenke, E
    Jundt, G
    Neukam, FW
    [J]. CARS 2000: COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2000, 1214 : 817 - 821