Deep multi-task framework for optic disc and fovea detection

被引:5
作者
Guo, Tianjiao [1 ,2 ]
Liang, Ziyun [1 ,2 ]
Gu, Yun [1 ,2 ]
Yang, Jie [1 ,2 ]
Yu, Qi [3 ]
机构
[1] Shanghai Jiao Tong Univ, Inst Med Robot, Shanghai, Peoples R China
[2] Shanghai Jiao Tong Univ, Inst Image Proc & Pattern Recognit, Shanghai, Peoples R China
[3] Shanghai Jiao Tong Univ, Shanghai Gen Hosp, Dept Ophthalmol, Shanghai, Peoples R China
关键词
retinal image; convolutional neural network; detection; optic disc; fovea; DIGITAL FUNDUS IMAGES; DIABETIC-RETINOPATHY; AUTOMATIC DETECTION; RETINAL IMAGES; FEATURE-EXTRACTION; SEGMENTATION; ANATOMY; NERVE; MODEL;
D O I
10.1117/1.JEI.30.4.043002
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
The detection of the optic disk (OD) and fovea is crucial to the automatic diagnosis based on fundus images. This task is very challenging, especially when varieties of lesions exist. Traditional handcrafted feature-based methods are inaccurate, and deep learning based methods fail easily in abnormal cases. We propose a framework that simultaneously detects the OD and fovea based on deep convolutional neural networks. The original image is first preprocessed and then followed by pseudo label generation. These labels are then fed into a fully convolutional neural network with residual modules for localization of the OD and fovea. Polar transformation is then introduced to the segmentation of the OD. The proposed algorithm achieves a relatively high success rate for OD localization and a 100% success rate for fovea localization on several public datasets. For the segmentation of the OD, the proposed algorithm achieves a low overlapping error on several public datasets. Compared with previous work, the proposed method achieves promising accuracy and robustness, and it is useful for practical applications since it detects the OD and fovea simultaneously and completely. (c) 2021 SPIE and IS&T [DOI: 10.1117/1. JEI.30.4.043002]
引用
收藏
页数:18
相关论文
共 38 条
[1]   A novel method for retinal optic disc detection using bat meta-heuristic algorithm [J].
Abdullah, Ahmad S. ;
Ozok, Yasa Eksioglu ;
Rahebi, Javad .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2018, 56 (11) :2015-2024
[2]   Localization and segmentation of optic disc in retinal images using circular Hough transform and grow-cut algorithm [J].
Abdullah, Muhammad ;
Fraz, Muhammad Moazam ;
Barman, Sarah A. .
PEERJ, 2016, 4
[3]   Multiscale sequential convolutional neural networks for simultaneous detection of fovea and optic disc [J].
Al-Bander, Baidaa ;
Al-Nuaimy, Waleed ;
Williams, Bryan M. ;
Zheng, Yalin .
BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2018, 40 :91-101
[4]   Contrast Enhancement of Fundus Images by Employing Modified PSO for Improving the Performance of Deep Learning Models [J].
Aurangzeb, Khursheed ;
Aslam, Sheraz ;
Alhussein, Musaed ;
Naqvi, Rizwan Ali ;
Arsalan, Muhammad ;
Haider, Syed Irtaza .
IEEE ACCESS, 2021, 9 (09) :47930-47945
[5]   Identification of the optic nerve head with genetic algorithms [J].
Carmona, Enrique J. ;
Rincon, Mariano ;
Garcia-Feijoo, Julian ;
Martinez-de-la-Casa, Jose M. .
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2008, 43 (03) :243-259
[6]   FEEDBACK ON A PUBLICLY DISTRIBUTED IMAGE DATABASE: THE MESSIDOR DATABASE [J].
Decenciere, Etienne ;
Zhang, Xiwei ;
Cazuguel, Guy ;
Lay, Bruno ;
Cochener, Beatrice ;
Trone, Caroline ;
Gain, Philippe ;
Ordonez-Varela, John-Richard ;
Massin, Pascale ;
Erginay, Ali ;
Charton, Beatrice ;
Klein, Jean-Claude .
IMAGE ANALYSIS & STEREOLOGY, 2014, 33 (03) :231-234
[7]   Automatic detection of retinal anatomy to assist diabetic retinopathy screening [J].
Fleming, Alan D. ;
Goatman, Keith A. ;
Philip, Sam ;
Olson, John A. ;
Sharp, Peter F. .
PHYSICS IN MEDICINE AND BIOLOGY, 2007, 52 (02) :331-345
[8]   Detection of optic disc in retinal images by means of a geometrical model of vessel structure [J].
Foracchia, M ;
Grisan, E ;
Ruggeri, A .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2004, 23 (10) :1189-1195
[9]   Disc-Aware Ensemble Network for Glaucoma Screening From Fundus Image [J].
Fu, Huazhu ;
Cheng, Jun ;
Xu, Yanwu ;
Zhang, Changqing ;
Wong, Damon Wing Kee ;
Liu, Jiang ;
Cao, Xiaochun .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2018, 37 (11) :2493-2501
[10]  
Fumero F, 2011, COMP MED SY