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Oscar J. Perdomo
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Oct-net: A convolutional network for automatic classification of normal and diabetic macular edema using sd-oct volumes
OJ Perdomo, S Otálora, FA González, F Meriaudeau, H Müller
2018 IEEE 15th international symposium on biomedical imaging (ISBI 2018 …, 2018
1062018
Classification of diabetes-related retinal diseases using a deep learning approach in optical coherence tomography
OJ Perdomo, H Rios, FJ Rodríguez, S Otálora, F Meriaudeau, H Müller, ...
Computer methods and programs in biomedicine 178, 181-189, 2019
962019
Automated diabetic macular edema (DME) analysis using fine tuning with inception-resnet-v2 on OCT images
RM Kamble, GCY Chan, OJ Perdomo, M Kokare, FA Gonzalez, H Müller, ...
2018 IEEE-EMBS Conference on Biomedical Engineering and Sciences (IECBES …, 2018
792018
A Novel Machine Learning Model Based On Exudate Localization to Detect Diabetic Macular Edema
OJ Perdomo, S Otalora, F Rodríguez, J Arevalo, FA González
Proceedings of the Ophthalmic Medical Image Analysis Third International …, 2016
732016
Medical Image Computing and Computer Assisted Intervention–MICCAI 2019: 22nd International Conference, Shenzhen, China, October 13–17, 2019, Proceedings, Part IV
D Shen, T Liu, TM Peters, LH Staib, C Essert, S Zhou, PT Yap, A Khan
Springer Nature, 2019
552019
Training deep convolutional neural networks with active learning for exudate classification in eye fundus images
S Otálora, OJ Perdomo, FA González, H Müller
Intravascular Imaging and Computer Assisted Stenting, and Large-Scale …, 2017
522017
Multi-task deep learning for glaucoma detection from color fundus images
L Pascal, OJ Perdomo, X Bost, B Huet, S Otálora, Zuluaga, M A.
Scientific Reports 12 (12361), 10, 2022
472022
Medical Image Computing and Computer Assisted Intervention–MICCAI 2020: 23rd International Conference, Lima, Peru, October 4–8, 2020, Proceedings, Part I
AL Martel, P Abolmaesumi, D Stoyanov, D Mateus, MA Zuluaga, SK Zhou, ...
Springer Nature, 2020
452020
Convolutional network to detect exudates in eye fundus images of diabetic subjects,
OJ Perdomo, J Arevalo, FA González
Proc. SPIE 10160, 12th International Symposium on Medical Information …, 2016
412016
Glaucoma diagnosis from eye fundus images based on deep morphometric feature estimation
OJ Perdomo, V Andrearczyk, F Meriaudeau, H Müller, FA González
Computational pathology and ophthalmic medical image analysis, 319-327, 2018
402018
Hybrid deep learning gaussian process for diabetic retinopathy diagnosis and uncertainty quantification
S Toledo-Cortés, M De La Pava, OJ Perdomo, FA González
International Workshop on Ophthalmic Medical Image Analysis, 206-215, 2020
352020
A Data-Driven Approach to Physical Fatigue Management Using Wearable Sensors to Classify Four Diagnostic Fatigue States
MJ Pinto-Bernal, CA Cifuentes, OJ Perdomo, M Rincón-Roncancio, ...
Sensors 21 (19), 6401, 2021
322021
A Systematic Review of Deep Learning Methods Applied to Ocular Images
OJ Perdomo, FA González
Ciencia e Ingeniería Neogranadina 30 (1), 2019
31*2019
Machine Learning Approach for Fatigue Estimation in Sit-to-Stand Exercise
A Aguirre, MJ Pinto, CA Cifuentes, OJ Perdomo, ...
Sensors 21 (5006), 31, 2021
302021
A conditional generative adversarial network-based method for eye fundus image quality enhancement
AD Pérez, OJ Perdomo, H Rios, F Rodríguez, FA González
International Workshop on Ophthalmic Medical Image Analysis, 185-194, 2020
212020
A lightweight deep learning model for mobile eye fundus image quality assessment
AD Pérez, OJ Perdomo, FA González
15th International Symposium on Medical Information Processing and Analysis …, 2020
202020
Etiology of macular edema defined by deep learning in optical coherence tomography scans
FD Padilla-Pantoja, YD Sanchez, BA Quijano-Nieto, OJ Perdomo, ...
Transl Vis Sci Technol 11 (9), 13, 2022
102022
Deep Semi-Supervised and Self-Supervised Learning for Diabetic Retinopathy Detection
JMA Ramos, OJ Perdómo, FA González
Proceedings Volume 12567, 18th International Symposium on Medical …, 2023
9*2023
Determining the scale of image patches using a deep learning approach
S Otálora, OJ Perdomo, M Atzori, M Andersson, L Jacobsson, M Hedlund, ...
2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018 …, 2018
92018
A deep learning model for classification of diabetic retinopathy in eye fundus images based on retinal lesion detection
M de la Pava, H Ríos, FJ Rodríguez, OJ Perdomo, FA González
17th International Symposium on Medical Information Processing and Analysis …, 2021
8*2021
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