ROBUST BORDER DETECTION IN DERMOSCOPY IMAGES USING THRESHOLD FUSION

被引:17
|
作者
Celebi, M. Emre [1 ]
Hwang, Sae [2 ]
Iyatomi, Hitoshi [3 ]
Schaefer, Gerald [4 ]
机构
[1] Louisiana State Univ, Dept Comp Sci, Shreveport, LA 71105 USA
[2] Univ Illinois, Dept Comp Sci, Springfield, IL USA
[3] Hosei Univ, Dept Appl Informat, Tokyo, Japan
[4] Univ Loughborough, Dept Comp Sci, Loughborough, Leics, England
关键词
SEGMENTATION;
D O I
10.1109/ICIP.2010.5653514
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Dermoscopy is one of the major imaging modalities used in the diagnosis of melanoma and other pigmented skin lesions. Due to the difficulty and subjectivity of human interpretation, automated analysis of dermoscopy images has become an important research area. Border detection is often the first step in this analysis. In many cases, the lesion can be roughly separated from the background skin using a thresholding method applied to the blue channel. However, no single thresholding method appears to be robust enough to successfully handle a wide variety of dermoscopic images. In this paper, we present an automated method for detecting lesion borders in dermoscopy images using a fusion of several thresholding methods. Experiments on a difficult set of 90 images demonstrate that the proposed method achieves both fast and accurate results when compared to six state-of-the-art methods.
引用
收藏
页码:2541 / 2544
页数:4
相关论文
共 50 条
  • [21] Automatic segmentation of dermoscopy images using saliency combined with Otsu threshold
    Fan, Haidi
    Xie, Fengying
    Li, Yang
    Jian, Zhiguo
    Liu, Jie
    COMPUTERS IN BIOLOGY AND MEDICINE, 2017, 85 : 75 - 85
  • [22] Development of a Novel Border Detection Method for Melanocytic and Non-Melanocytic Dermoscopy Images
    Norton, Kerri-Ann
    Iyatomi, Hitoshi
    Celebi, M. Emre
    Schaefer, Gerald
    Tanaka, Masaru
    Ogawa, Koichi
    2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2010, : 5403 - 5406
  • [23] Automatic lesion border selection in dermoscopy images using morphology and color features
    Mishra, Nabin K.
    Kaur, Ravneet
    Kasmi, Reda
    Hagerty, Jason R.
    LeAnder, Robert
    Stanley, Ronald J.
    Moss, Randy H.
    Stoecker, William V.
    SKIN RESEARCH AND TECHNOLOGY, 2019, 25 (04) : 544 - 552
  • [24] Three-phase general border detection method for dermoscopy images using non-uniform illumination correction
    Norton, Kerri-Ann
    Iyatomi, Hitoshi
    Celebi, M. Emre
    Ishizaki, Sumiko
    Sawada, Mizuki
    Suzaki, Reiko
    Kobayashi, Ken
    Tanaka, Masaru
    Ogawa, Koichi
    SKIN RESEARCH AND TECHNOLOGY, 2012, 18 (03) : 290 - 300
  • [25] A Method for Melanoma Skin Cancer Detection Using Dermoscopy Images
    Mane, Soniya
    Shinde, Swati
    2018 FOURTH INTERNATIONAL CONFERENCE ON COMPUTING COMMUNICATION CONTROL AND AUTOMATION (ICCUBEA), 2018,
  • [26] Optimized Weighted Performance Index for Objective Evaluation of Border-Detection Methods in Dermoscopy Images
    Garnavi, Rahil
    Aldeen, Mohammad
    IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2011, 15 (06): : 908 - 917
  • [27] Detection of Pigment Networks in Dermoscopy Images
    Eltayef, Khalid
    Li, Yongmin
    Liu, Xiaohui
    2016 INTERNATIONAL CONFERENCE ON COMMUNICATION, IMAGE AND SIGNAL PROCESSING (CCISP 2016), 2017, 787
  • [28] Automated Detection of Streaks in Dermoscopy Images
    Delibasis, K.
    Kottari, K.
    Maglogiannis, I.
    ARTIFICIAL INTELLIGENCE APPLICATIONS AND INNOVATIONS, 2015, 458 : 45 - 60
  • [29] A Generalized Fusion Approach for Segmenting Dermoscopy Images Using Markov Random Field
    Ming, Di
    Wen, Quan
    Chen, Juan
    Liu, Wenhao
    2013 6TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), VOLS 1-3, 2013, : 532 - 537
  • [30] Fractals for Malignancy Detection in Dermoscopy Images
    Kockara, Sinan
    Mete, Mutlu
    Halic, Tansel
    Yuruk, Nurcan
    Ercan, Muhyeddin
    Lawrence, Ashley
    2015 IEEE INTERNATIONAL CONFERENCE ON HEALTHCARE INFORMATICS (ICHI 2015), 2015, : 115 - 121