TY - BOOK AU - Kertes, P. J. AU - Johnson, T. M. PY - 2007 DA - 2007// TI - Evidence-based eye care PB - Wilkins CY - Philadelphia ID - Kertes2007 ER - TY - JOUR AU - Sandhu, H. S. AU - Eltanboly, A. AU - Shalaby, A. AU - Keynton, R. S. AU - Schaal, S. AU - El-Baz, A. PY - 2018 DA - 2018// TI - Automated diagnosis and grading of diabetic retinopathy using optical coherence tomography JO - Invest ophthalmol Vis Sci VL - 59 UR - https://doi.org/10.1167/iovs.17-23677 DO - 10.1167/iovs.17-23677 ID - Sandhu2018 ER - TY - BOOK AU - Laÿ, B. PY - 1983 DA - 1983// TI - Analyse automatique des images angiofluorographiques au cours de la rétinopathie diabétique PB - Ecole Nationale Supérieure des Mines de Paris, Centre de Morphologie Mathématique CY - Paris ID - Laÿ1983 ER - TY - JOUR AU - Mookiah, M. R. K. AU - Acharya, U. R. AU - Chua, C. K. AU - Lim, C. M. AU - Ng, E. AU - Laude, A. PY - 2013 DA - 2013// TI - Computer-aided diagnosis of diabetic retinopathy: a review JO - Comput Biol Med VL - 43 UR - https://doi.org/10.1016/j.compbiomed.2013.10.007 DO - 10.1016/j.compbiomed.2013.10.007 ID - Mookiah2013 ER - TY - JOUR AU - Grinsven, M. J. AU - Ginneken, B. AU - Hoyng, C. B. AU - Theelen, T. AU - Sánchez, C. I. PY - 2016 DA - 2016// TI - Fast convolutional neural network training using selective data sampling: application to hemorrhage detection in color fundus images JO - IEEE Trans Med Imaging VL - 35 UR - https://doi.org/10.1109/TMI.2016.2526689 DO - 10.1109/TMI.2016.2526689 ID - Grinsven2016 ER - TY - JOUR AU - LeCun, Y. AU - Bengio, Y. AU - Hinton, G. PY - 2015 DA - 2015// TI - Deep learning JO - Nature VL - 521 UR - https://doi.org/10.1038/nature14539 DO - 10.1038/nature14539 ID - LeCun2015 ER - TY - STD TI - Lazar I, Hajdu A Microaneurysm detection in retinal images using a rotating cross-section based model. In: 2011 IEEE international symposium on biomedical imaging: from nano to macro. Piscataway: IEEE; 2011. p. 1405–1409. ID - ref7 ER - TY - JOUR AU - Niemeijer, M. AU - Ginneken, B. AU - Staal, J. AU - Suttorp-Schulten, M. S. AU - Abràmoff, M. D. PY - 2005 DA - 2005// TI - Automatic detection of red lesions in digital color fundus photographs JO - IEEE Trans Med Imaging VL - 24 UR - https://doi.org/10.1109/TMI.2005.843738 DO - 10.1109/TMI.2005.843738 ID - Niemeijer2005 ER - TY - JOUR AU - Lazar, I. AU - Hajdu, A. PY - 2013 DA - 2013// TI - Retinal microaneurysm detection through local rotating cross-section profile analysis JO - IEEE Trans Med Imaging VL - 32 UR - https://doi.org/10.1109/TMI.2012.2228665 DO - 10.1109/TMI.2012.2228665 ID - Lazar2013 ER - TY - JOUR AU - Zhang, B. AU - Wu, X. AU - You, J. AU - Li, Q. AU - Karray, F. PY - 2010 DA - 2010// TI - Detection of microaneurysms using multi-scale correlation coefficients JO - Pattern Recognit VL - 43 UR - https://doi.org/10.1016/j.patcog.2009.12.017 DO - 10.1016/j.patcog.2009.12.017 ID - Zhang2010 ER - TY - JOUR AU - Baudoin, C. AU - Lay, B. AU - Klein, J. PY - 1984 DA - 1984// TI - Automatic detection of microaneurysms in diabetic fluorescein angiography JO - Revue d’épidémiologie et de santé publique VL - 32 ID - Baudoin1984 ER - TY - JOUR AU - Frame, A. J. AU - Undrill, P. E. AU - Cree, M. J. AU - Olson, J. A. AU - McHardy, K. C. AU - Sharp, P. F. AU - Forrester, J. V. PY - 1998 DA - 1998// TI - A comparison of computer based classification methods applied to the detection of microaneurysms in ophthalmic fluorescein angiograms JO - Comput Biol Med VL - 28 UR - https://doi.org/10.1016/S0010-4825(98)00011-0 DO - 10.1016/S0010-4825(98)00011-0 ID - Frame1998 ER - TY - JOUR AU - Spencer, T. AU - Olson, J. A. AU - McHardy, K. C. AU - Sharp, P. F. AU - Forrester, J. V. PY - 1996 DA - 1996// TI - An image-processing strategy for the segmentation and quantification of microaneurysms in fluorescein angiograms of the ocular fundus JO - Comput Biomed Res VL - 29 UR - https://doi.org/10.1006/cbmr.1996.0021 DO - 10.1006/cbmr.1996.0021 ID - Spencer1996 ER - TY - JOUR AU - Rosas-Romero, R. AU - Martínez-Carballido, J. AU - Hernández-Capistrán, J. AU - Uribe-Valencia, L. J. PY - 2015 DA - 2015// TI - A method to assist in the diagnosis of early diabetic retinopathy: image processing applied to detection of microaneurysms in fundus images JO - Comput Med Imaging Graph VL - 44 UR - https://doi.org/10.1016/j.compmedimag.2015.07.001 DO - 10.1016/j.compmedimag.2015.07.001 ID - Rosas-Romero2015 ER - TY - JOUR AU - Fleming, A. D. AU - Philip, S. AU - Goatman, K. A. AU - Olson, J. A. AU - Sharp, P. F. PY - 2006 DA - 2006// TI - Automated microaneurysm detection using local contrast normalization and local vessel detection JO - IEEE Trans Med Imaging VL - 25 UR - https://doi.org/10.1109/TMI.2006.879953 DO - 10.1109/TMI.2006.879953 ID - Fleming2006 ER - TY - STD TI - Li Q, Lu R, Miao S, You J. Detection of microaneurysms in color retinal images using multi-orientation sum of matched filter. In: Proc. of the 3rd international conference on multimedia technology. 2013. ID - ref16 ER - TY - STD TI - Wu J, Xin J, Hong L, You J, Zheng N. New hierarchical approach for microaneurysms detection with matched filter and machine learning. In: 37th annual international conference of the IEEE engineering in medicine and biology society (EMBC), 2015. Piscataway: IEEE; 2015. p. 4322–4325. ID - ref17 ER - TY - STD TI - Hatanaka Y, Inoue T, Okumura S, Muramatsu C, Fujita H. Automated microaneurysm detection method based on double-ring filter and feature analysis in retinal fundus images. In: 25th international symposium on computer-based medical systems (CBMS), 2012. Piscataway: IEEE; 2012. p. 1–4. ID - ref18 ER - TY - STD TI - Giancardo L, Mériaudeau F, Karnowski T P, Tobin K W, Li Y, Chaum E. Microaneurysms detection with the radon cliff operator in retinal fundus images. In: International society for optics and photonics medical imaging 2010: image processing, Vol. 7623. 2010. p. 76230U. ID - ref19 ER - TY - STD TI - Giancardo L, Meriaudeau F, Karnowski TP, Li Y, Tobin KW, Chaum E. Microaneurysm detection with radon transform-based classification on retina images. In: 2011 annual international conference of the IEEE engineering in medicine and biology society, EMBC. Piscataway: IEEE; 2011. p. 5939–5942. ID - ref20 ER - TY - JOUR AU - Hipwell, J. AU - Strachan, F. AU - Olson, J. AU - McHardy, K. AU - Sharp, P. AU - Forrester, J. PY - 2000 DA - 2000// TI - Automated detection of microaneurysms in digital red-free photographs: a diabetic retinopathy screening tool JO - Diabet Med VL - 17 UR - https://doi.org/10.1046/j.1464-5491.2000.00338.x DO - 10.1046/j.1464-5491.2000.00338.x ID - Hipwell2000 ER - TY - STD TI - Inoue T, Hatanaka Y, Okumura S, Muramatsu C, Fujita H. Automated microaneurysm detection method based on eigenvalue analysis using hessian matrix in retinal fundus images. In: 35th annual international conference of the IEEE engineering in medicine and biology society (EMBC), 2013. Piscataway: IEEE; 2013. p. 5873–5876. ID - ref22 ER - TY - JOUR AU - Sopharak, A. AU - Uyyanonvara, B. AU - Barman, S. PY - 2013 DA - 2013// TI - Simple hybrid method for fine microaneurysm detection from non-dilated diabetic retinopathy retinal images JO - Comput Med Imaging Graph VL - 37 UR - https://doi.org/10.1016/j.compmedimag.2013.05.005 DO - 10.1016/j.compmedimag.2013.05.005 ID - Sopharak2013 ER - TY - JOUR AU - Sopharak, A. AU - Uyyanonvara, B. AU - Barman, S. PY - 2011 DA - 2011// TI - Automatic microaneurysm detection from non-dilated diabetic retinopathy retinal images using mathematical morphology methods JO - IAENG Int J Comput Sci VL - 38 ID - Sopharak2011 ER - TY - JOUR AU - Quellec, G. AU - Lamard, M. AU - Josselin, P. M. AU - Cazuguel, G. AU - Cochener, B. AU - Roux, C. PY - 2008 DA - 2008// TI - Optimal wavelet transform for the detection of microaneurysms in retina photographs JO - IEEE Trans Medl Imaging VL - 27 UR - https://doi.org/10.1109/TMI.2008.920619 DO - 10.1109/TMI.2008.920619 ID - Quellec2008 ER - TY - JOUR AU - Junior, S. B. AU - Welfer, D. PY - 2013 DA - 2013// TI - Automatic detection of microaneurysms and hemorrhages in color eye fundus images JO - Int J Comput Sci Inf Technol VL - 5 ID - Junior2013 ER - TY - STD TI - Shan J, Li L A. deep learning method for microaneurysm detection in fundus images, In: 2016 IEEE first international conference on connected health: applications, systems and engineering technologies (CHASE). Piscataway: IEEE; 2016. p. 357–358. ID - ref27 ER - TY - JOUR AU - Budak, U. AU - Şengür, A. AU - Guo, Y. AU - Akbulut, Y. PY - 2017 DA - 2017// TI - A novel microaneurysms detection approach based on convolutional neural networks with reinforcement sample learning algorithm JO - Health inf Sci Syst VL - 5 UR - https://doi.org/10.1007/s13755-017-0034-9 DO - 10.1007/s13755-017-0034-9 ID - Budak2017 ER - TY - STD TI - Chudzik P, Majumdar S, Caliva F, Al-Diri B, Hunter A. Microaneurysm detection using deep learning and interleaved freezing. In: International society for optics and photonics medical imaging 2018: image processing, Vol. 10574, 2018. p. 105741I. ID - ref29 ER - TY - CHAP AU - Cireşan, D. a. n. C. AU - Giusti, A. l. e. s. s. a. n. d. r. o. AU - Gambardella, L. u. c. a. M. AU - Schmidhuber, J. ü. r. g. e. n. PY - 2013 DA - 2013// TI - Mitosis Detection in Breast Cancer Histology Images with Deep Neural Networks BT - Medical Image Computing and Computer-Assisted Intervention – MICCAI 2013 PB - Springer Berlin Heidelberg CY - Berlin, Heidelberg UR - https://doi.org/10.1007/978-3-642-40763-5_51 DO - 10.1007/978-3-642-40763-5_51 ID - Cireşan2013 ER - TY - JOUR AU - ElTanboly, A. AU - Ismail, M. AU - Shalaby, A. AU - Switala, A. AU - El-Baz, A. AU - Schaal, S. AU - Gimelfarb, G. AU - El-Azab, M. PY - 2017 DA - 2017// TI - A computer-aided diagnostic system for detecting diabetic retinopathy in optical coherence tomography images JO - Med Phys VL - 44 UR - https://doi.org/10.1002/mp.12071 DO - 10.1002/mp.12071 ID - ElTanboly2017 ER - TY - STD TI - de Morais RF, Miranda PB, Silva RM. A meta-learning method to select under-sampling algorithms for imbalanced data sets. In: 5th Brazilian conference on intelligent systems (BRACIS), 2016. Piscataway: IEEE; 2016; p. 385–390. ID - ref32 ER - TY - STD TI - Masko D, Hensman P. The impact of imbalanced training data for convolutional neural networks. 2015. ID - ref33 ER - TY - STD TI - Maas AL, Hannun AY, Ng AY. Rectifier nonlinearities improve neural network acoustic models. In: Proc. icml, Vol. 30, 2013. p. 3. ID - ref34 ER - TY - STD TI - ROC data-set. http://webeye.ophth.uiowa.edu/ROC/. UR - http://webeye.ophth.uiowa.edu/ROC/ ID - ref35 ER - TY - JOUR AU - Decencière, E. AU - Cazuguel, G. AU - Zhang, X. AU - Thibault, G. AU - Klein, J. -. C. AU - Meyer, F. AU - Marcotegui, B. AU - Quellec, G. AU - Lamard, M. AU - Danno, R. PY - 2013 DA - 2013// TI - Teleophta: machine learning and image processing methods for teleophthalmology JO - Irbm VL - 34 UR - https://doi.org/10.1016/j.irbm.2013.01.010 DO - 10.1016/j.irbm.2013.01.010 ID - Decencière2013 ER - TY - JOUR AU - Niemeijer, M. AU - Ginneken, B. AU - Cree, M. J. AU - Mizutani, A. AU - Quellec, G. AU - Sánchez, C. I. AU - Zhang, B. AU - Hornero, R. AU - Lamard, M. AU - Muramatsu, C. PY - 2010 DA - 2010// TI - Retinopathy online challenge: automatic detection of microaneurysms in digital color fundus photographs JO - IEEE Trans Med Imaging VL - 29 UR - https://doi.org/10.1109/TMI.2009.2033909 DO - 10.1109/TMI.2009.2033909 ID - Niemeijer2010 ER - TY - JOUR AU - Dashtbozorg, B. AU - Zhang, J. AU - Huang, F. AU - Haar Romeny, B. M. PY - 2018 DA - 2018// TI - Retinal microaneurysms detection using local convergence index features JO - IEEE Trans Image Process VL - 27 UR - https://doi.org/10.1109/TIP.2018.2815345 DO - 10.1109/TIP.2018.2815345 ID - Dashtbozorg2018 ER - TY - JOUR AU - Wu, B. AU - Zhu, W. AU - Shi, F. AU - Zhu, S. AU - Chen, X. PY - 2017 DA - 2017// TI - Automatic detection of microaneurysms in retinal fundus images JO - Comput Med Imaging Graph VL - 55 UR - https://doi.org/10.1016/j.compmedimag.2016.08.001 DO - 10.1016/j.compmedimag.2016.08.001 ID - Wu2017 ER - TY - JOUR AU - Javidi, M. AU - Pourreza, H. -. R. AU - Harati, A. PY - 2017 DA - 2017// TI - Vessel segmentation and microaneurysm detection using discriminative dictionary learning and sparse representation JO - Comput Methods Programs Biomed VL - 139 UR - https://doi.org/10.1016/j.cmpb.2016.10.015 DO - 10.1016/j.cmpb.2016.10.015 ID - Javidi2017 ER - TY - STD TI - Cree MJ. The waikato microaneurysm detector. The University of Waikato, Tech. Rep. ID - ref41 ER - TY - STD TI - Sánchez C I, Hornero R, Mayo A, García M. Mixture model-based clustering and logistic regression for automatic detection of microaneurysms in retinal images. SPIE medical imaging 2009: computer-aided diagnosis 7260 2009; 72601M. ID - ref42 ER - TY - STD TI - Mizutani A, Muramatsu C, Hatanaka Y, Suemori S, Hara T, Fujita H. Automated microaneurysm detection method based on double ring filter in retinal fundus images. In: International society for optics and photonics medical imaging 2009: computer-aided diagnosis, Vol. 7260, 2009. p. 72601N. ID - ref43 ER - TY - JOUR AU - Antal, B. AU - Hajdu, A. PY - 2012 DA - 2012// TI - An ensemble-based system for microaneurysm detection and diabetic retinopathy grading JO - IEEE Trans Biomed Eng VL - 59 UR - https://doi.org/10.1109/TBME.2012.2193126 DO - 10.1109/TBME.2012.2193126 ID - Antal2012 ER - TY - STD TI - Hutter F, Kotthoff L, Vanschoren J. Automatic machine learning: methods, systems, challenges, Challenges in machine learning. ID - ref45 ER -