DRNet: Segmentation and localization of optic disc and Fovea from diabetic retinopathy image.

作者: Md Kamrul Hasan , Md Ashraful Alam , Md Toufick E Elahi , Shidhartho Roy , Robert Martí

DOI: 10.1016/J.ARTMED.2020.102001

关键词: Artificial intelligenceEuclidean distanceEncoderSpatial analysisSegmentationPixelIntersection (set theory)Feature (computer vision)Computer scienceOptic discPattern recognition

摘要: Background and objective In modern ophthalmology, automated Computer-aided Screening Tools (CSTs) are crucial non-intrusive diagnosis methods, where an accurate segmentation …

参考文章(99)
Diederik P. Kingma, Jimmy Ba, Adam: A Method for Stochastic Optimization arXiv: Learning. ,(2014)
Yoshua Bengio, Xavier Glorot, Understanding the difficulty of training deep feedforward neural networks international conference on artificial intelligence and statistics. pp. 249- 256 ,(2010)
Manoj Saswade, Manjiri B. Patwari, Yogesh M. Rajput, Ramesh R. Manza, Neha Deshpande, Deepali D. Rathod, Localization of optic Disc and Macula using Multilevel 2-D Wavelet Decomposition Based on Haar Wavelet Transform International journal of engineering research and technology. ,vol. 3, ,(2014)
Aris N. Kollias, Michael W. Ulbig, Diabetic Retinopathy Deutsches Aerzteblatt Online. ,vol. 107, pp. 75- 84 ,(2010) , 10.3238/ARZTEBL.2010.0075
Pardha Saradhi Mittapalli, Giri Babu Kande, Segmentation of optic disk and optic cup from digital fundus images for the assessment of glaucoma Biomedical Signal Processing and Control. ,vol. 24, pp. 34- 46 ,(2016) , 10.1016/J.BSPC.2015.09.003
Philipp Fischer, Thomas Brox, None, U-Net: Convolutional Networks for Biomedical Image Segmentation medical image computing and computer assisted intervention. pp. 234- 241 ,(2015) , 10.1007/978-3-319-24574-4_28
Jonathan Long, Evan Shelhamer, Trevor Darrell, Fully convolutional networks for semantic segmentation computer vision and pattern recognition. pp. 3431- 3440 ,(2015) , 10.1109/CVPR.2015.7298965
Carlos S. Pereira, Hugo Fernandes, Ana Maria Mendonça, Aurélio Campilho, Detection of Lung Nodule Candidates in Chest Radiographs iberian conference on pattern recognition and image analysis. pp. 170- 177 ,(2007) , 10.1007/978-3-540-72849-8_22
Jayanthi Sivaswamy, SR Krishnadas, Gopal Datt Joshi, Madhulika Jain, A Ujjwaft Syed Tabish, None, Drishti-GS: Retinal image dataset for optic nerve head(ONH) segmentation international symposium on biomedical imaging. pp. 53- 56 ,(2014) , 10.1109/ISBI.2014.6867807
Diego Marin, Manuel E. Gegundez-Arias, Angel Suero, Jose M. Bravo, Obtaining optic disc center and pixel region by automatic thresholding methods on morphologically processed fundus images Computer Methods and Programs in Biomedicine. ,vol. 118, pp. 173- 185 ,(2015) , 10.1016/J.CMPB.2014.11.003