Image pre-processing in computer vision systems for melanoma detection

被引:0
|
作者
Vocaturo, Eugenio [1 ]
Zumpano, Ester [1 ]
Veltri, Pierangelo [2 ]
机构
[1] Univ Calabria, DIMES Dept Comp Sci Modelling Elect & Syst Engn, Arcavacata Di Rende, Italy
[2] Magna Graecia Univ Catanzaro, DSMC Bioinformat Lab, Surg & Med Sci Dept, Catanzaro, Italy
关键词
Image Pre-Processing; Image Enhancement; Image Restoration; Hair Removal; Melanoma detection; DERMOSCOPY;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The tumors on the skin are characterized by a high mortality rate. Research is attempting the automatic early diagnosis of melanoma, a lethal form of skin cancer, from dermoscopic images. Automatic diagnostics provides a valid "second opinion" to support physicians in deciding whether a skin lesion is a benign mole or a malignant melanoma. Determining effective detection methods to reduce the rate of error in diagnosis is a crucial challenge. Computer vision systems are characterized by several fundamental steps. Preprocessing is the first phase of detection and plays a fundamental role: the elimination of noise and irrelevant parts against the background of skin images to improve image quality. The purpose of this paper is to review the pre-processing approaches that can be used on skin cancer images. The current interest in the automatic analysis of images, is motivated by the possibility of being able to provide quantitative information on a lesion and to implement self-diagnosis solutions. In this paper we want to provide a unifying view that can support the researchers working on automatic detection of skin cancer.
引用
收藏
页码:2117 / 2124
页数:8
相关论文
共 50 条
  • [41] Pre-processing Techniques for Detection of Blurred Images
    Francis, Leena Mary
    Sreenath, N.
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND DATA ENGINEERING (ICCIDE 2018), 2019, 28 : 59 - 66
  • [42] Hand Detection Algorithm: Pre-processing Stage
    Likhonina, Raissa
    ICINCO: PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS, 2020, : 695 - 701
  • [43] Pre-processing of Signature Images for Detection and Verification
    Akti, Seymanur
    Ekenel, Hazim Kemal
    2020 28TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2020,
  • [44] Analysis of activity detection data pre-processing
    Alexan, Anca
    Alexan, Alexandru
    Stefan, Oniga
    Pap, Iuliu Alexandru
    2019 IEEE 25TH INTERNATIONAL SYMPOSIUM FOR DESIGN AND TECHNOLOGY IN ELECTRONIC PACKAGING (SIITME 2019), 2019, : 282 - 286
  • [45] An efficient multi-level pre-processing algorithm for the enhancement of dermoscopy images in melanoma detection
    D. Jeba Derwin
    O. Jeba Singh
    B. Priestly Shan
    K. Uma Maheswari
    D. Lavanya
    Medical & Biological Engineering & Computing, 2023, 61 : 2921 - 2938
  • [46] A novel pre-processing and adaptive statistical threshold for sphere detection in MIMO systems
    Haiyan Cao
    Jun Li
    Xin Fang
    Xiumin Wang
    EURASIP Journal on Wireless Communications and Networking, 2013
  • [47] A novel pre-processing and adaptive statistical threshold for sphere detection in MIMO systems
    Cao, Haiyan
    Li, Jun
    Fang, Xin
    Wang, Xiumin
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2013,
  • [48] Computer aided Melanoma skin cancer detection using Image Processing
    Jain, Shivangi
    Jagtap, Vandana
    Pise, Nitin
    INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATION AND CONVERGENCE (ICCC 2015), 2015, 48 : 735 - 740
  • [49] Are Pre-processing and Prioritization Preferable in Service Systems?
    Dobson, Gregory
    Sainathan, Arvind
    43RD HAWAII INTERNATIONAL CONFERENCE ON SYSTEMS SCIENCES VOLS 1-5 (HICSS 2010), 2010, : 3807 - 3816
  • [50] Superpixels for Image Processing and Computer Vision
    Lezoray, Olivier
    Meurie, Cyril
    Celebi, M. Emre
    JOURNAL OF ELECTRONIC IMAGING, 2017, 26 (06)