AN AUTOMATED DRUSEN DETECTION SYSTEM FOR CLASSIFYING AGE-RELATED MACULAR DEGENERATION WITH COLOR FUNDUS PHOTOGRAPHS

被引:0
|
作者
Zheng, Yuanjie [1 ]
Vanderbeek, Brian [2 ]
Daniel, Ebenezer [2 ]
Stambolian, Dwight [2 ]
Maguire, Maureen [2 ]
Brainard, David [3 ]
Gee, James [1 ]
机构
[1] Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
[2] Univ Penn, Dept Ophthalmol, Philadelphia, PA 19104 USA
[3] Univ Penn, Dept Psychol, Philadelphia, PA 19104 USA
关键词
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We present a system of automated drusen detection from color fundus photographs with our ultimate goal being to automatically assess the risk for the development of Age-related Macular Degeneration (AMD). Our system incorporates learning based drusen detection and includes fundus image analysis techniques for image denoising, illumination correction and color transfer. In contrast to previous work, we incorporate both optimal color descriptors and robust multiscale local image descriptors in our drusen detection process. Our system was evaluated with color fundus photographs from two AMD clinical studies [1, 2]. By comparing our results to those obtained via manual drusen segmentation, we show that our system outperforms two state-of-the-art techniques.
引用
收藏
页码:1448 / 1451
页数:4
相关论文
共 50 条
  • [1] Evaluation of automated drusen detection system for fundus photographs of patients with age-related macular degeneration
    Pacheco, Katia Delalibera
    Wolfson, Yulia
    Burlina, Philippe
    Freund, David E.
    Feeny, Albert
    Joshi, Neil
    Bressler, Neil M.
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2016, 57 (12)
  • [2] Automated Brightness and Contrast Adjustment of Color Fundus Photographs for the Grading of Age-Related Macular Degeneration
    Tsikata, Edem
    Lains, Ines
    Gil, Joao
    Marques, Marco
    Brown, Kelsey
    Mesquita, Tania
    Melo, Pedro
    Cachulo, Maria da Luz
    Kim, Ivana K.
    Vavvas, Demetrios
    Murta, Joaquim N.
    Miller, John B.
    Silva, Rufino
    Miller, Joan W.
    Chen, Teresa C.
    Husain, Deeba
    TRANSLATIONAL VISION SCIENCE & TECHNOLOGY, 2017, 6 (02):
  • [3] Automated detection of age-related macular degeneration in color fundus photography: a systematic review
    Pead, Emma
    Megaw, Roly
    Cameron, James
    Fleming, Alan
    Dhillon, Baljean
    Trucco, Emanuele
    MacGilliuray, Thomas
    SURVEY OF OPHTHALMOLOGY, 2019, 64 (04) : 498 - 511
  • [4] Automated method for the detection and segmentation of drusen in colour fundus image for the diagnosis of age-related macular degeneration
    Mohaimin, Sultan Mohammad
    Saha, Sajib Kumar
    Khan, Alve Mahamud
    Arif, Abu Shamim Mohammad
    Kanagasingam, Yogesan
    IET IMAGE PROCESSING, 2018, 12 (06) : 919 - 927
  • [5] Automated Classification of Severity of Age-Related Macular Degeneration from Fundus Photographs
    Kankanahalli, Srihari
    Burlina, Philippe M.
    Wolfson, Yulia
    Freund, David E.
    Bressler, Neil M.
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2013, 54 (03) : 1789 - 1796
  • [6] Automatic Drusen Quantification and Risk Assessment of Age-Related Macular Degeneration on Color Fundus Images
    van Grinsven, Mark J. J. P.
    Lechanteur, Yara T. E.
    van de Ven, Johannes P. H.
    van Ginneken, Bram
    Hoyng, Carel B.
    Theelen, Thomas
    Sanchez, Clara I.
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2013, 54 (04) : 3019 - 3027
  • [7] Automatic Drusen Quantification and Risk Aement of Age-related Macular Degeneration on Color Fundus Images
    van Grinsven, Mark J. J. P.
    Lechanteur, Yara
    van de Ven, Johannes
    van Ginneken, Bram
    Hoyng, Carel
    Theelen, Thomas
    Sanchez, Clara
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2013, 54 (15)
  • [8] Microperimetry and Fundus Photography in Patients with Drusen and/or Age-related Macular Degeneration
    Kapusta, Michael
    Marinier, Julie-Andree
    Forcier, Pierre
    David Nguyen-Tri
    Murphy, Caitlin
    Overbury, Olga
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2016, 57 (12)
  • [10] AUTOMATED DRUSEN SEGMENTATION IN FUNDUS IMAGES FOR DIAGNOSING AGE RELATED MACULAR DEGENERATION
    Akram, M. Usman
    Mujtaba, Sundus
    Tariq, Anam
    2013 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTER AND COMPUTATION (ICECCO), 2013, : 17 - 20