Publications

Deep Density Estimation for Cone Counting and Diagnosis of Genetic Eye Diseases From Adaptive Optics Scanning Light Ophthalmoscope Images

Toledo-Cortés S., Dubis A.M., González F.A., Müller H. (2023). Deep Density Estimation for Cone Counting and Diagnosis of Genetic Eye Diseases From Adaptive Optics Scanning Light Ophthalmoscope Images. Translational Vision Science & Technology. ARVO. https://doi.org/10.1167/tvst.12.11.25

Github: https://github.com/stoledoc/DLGP-DR-Diagnosis

Characterization of Electricity Demand Based on Energy Consumption Data from Colombia

Toledo-Cortés, S., Lara, J.S., Zambrano, Á., Gonzalez, F.A., Rosero-García, J. (2023). Characterization of Electricity Demand Based on Energy Consumption Data from Colombia. International Journal of Electrical and Computer Engineering (IJECE), 13(5), 4798-4809. http://doi.org/10.11591/ijece.v13i5.pp4798-4809

Grading Diabetic Retinopathy and Prostate Cancer Diagnostic Images with Deep Quantum Ordinal Regression

Toledo-Cortés S., Useche D.H., Müller H., González F.A. (2022). Grading Diabetic Retinopathy and Prostate Cancer Diagnostic Images with Deep Quantum Ordinal Regression. Computers in Biology and Medicine. Elsevier. https://doi.org/10.1016/j.compbiomed.2022.105472

Github: https://github.com/stoledoc/DQOR

Learning with Density Matrices and Random Features

Gonzalez, F.A., Gallego, A., Toledo-Cortés, S., Vargas-Calderon, V. (2022). Learning with Density Matrices and Random Features. Quantum Mach. Intell. 4, 23. https://doi.org/10.1007/s42484-022-00079-9

What You Need to know About Artificial Intelligence: Technical Introduction

Perdomo O.J., Toledo-Cortés S., Orjuela A., González F.A. (2021) What You Need to Know About Artificial Intelligence: Technical Introduction. In: Ichhpujani P., Thakur S. (eds) Artificial Intelligence and Ophthalmology. Current Practices in Ophthalmology. Springer, Singapore. https://doi.org/10.1007/978-981-16-0634-2_2

Prostate Tissue Grading with Deep Quantum Measurement Ordinal Regression

Toledo-Cortés, S., Useche, D.H., Gonzalez, F.A. (2021). Prostate Tissue Grading with Deep Quantum Measurement Ordinal Regression. arXiv:2103.03188

SOPHIA: System for Ophthalmic Image Acquisition, Transmission, and Intelligent Analysis

Perdomo-Charry, O., Pérez-Pérez, A., de-la-Pava-Rodríguez, M., Ríos-Calixto, H., Arias-Vanegas, V., Lara-Ramírez, J., Toledo-Cortés, S., Camargo-Mendoza, J., Rodríguez-Alvira, F., & González-Osorio, F. (2020). SOPHIA: System for Ophthalmic Image Acquisition, Transmission, and Intelligent Analysis. Revista Facultad De Ingeniería, 29(54), e11769. https://doi.org/10.19053/01211129.v29.n54.2020.11769

Hybrid Deep Learning Gaussian Process for Diabetic Retinopathy Diagnosis and Uncertainty Quantification

Toledo-Cortés S., de la Pava M., Perdomo O., González F.A. (2020) Hybrid Deep Learning Gaussian Process for Diabetic Retinopathy Diagnosis and Uncertainty Quantification. In: Fu H., Garvin M.K., MacGillivray T., Xu Y., Zheng Y. (eds) Ophthalmic Medical Image Analysis. OMIA 2020. Lecture Notes in Computer Science, vol 12069. Springer, Cham. https://doi.org/10.1007/978-3-030-63419-3_21

Github: https://github.com/stoledoc/DLGP-DR-Diagnosis

Large Scale Learning Techniques for Least Squares Support Vector Machines

Toledo-Cortés S., Castellanos-Martinez I.Y., Gonzalez F.A. (2019) Large Scale Learning Techniques for Least Squares Support Vector Machines. In: Vera-Rodriguez R., Fierrez J., Morales A. (eds) Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications. CIARP 2018. Lecture Notes in Computer Science, vol 11401. Springer, Cham. https://doi.org/10.1007/978-3-030-13469-3_1

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