Assessing and mitigating the effects of class imbalance in machine learning with application to X-ray imaging W Qu, I Balki, M Mendez, J Valen, J Levman, PN Tyrrell International journal of computer assisted radiology and surgery 15, 2041-2048, 2020 | 43 | 2020 |
Using cluster analysis to assess the impact of dataset heterogeneity on deep convolutional network accuracy: A first glance M Mendez, S Calderon, PN Tyrrell Latin American High Performance Computing Conference, 307-319, 2019 | 12 | 2019 |
Quantifying uncertainty in machine learning classifiers for medical imaging J Valen, I Balki, M Mendez, W Qu, J Levman, A Bilbily, PN Tyrrell International Journal of Computer Assisted Radiology and Surgery 17 (4), 711-718, 2022 | 6 | 2022 |
Approaches and Limitations of Machine Learning for Synthetic Ultrasound Generation: A Scoping Review M Mendez, S Sundararaman, L Probyn, PN Tyrrell Journal of Ultrasound in Medicine 42 (12), 2695-2706, 2023 | 4 | 2023 |
Enforcing morphological information in fully convolutional networks to improve cell instance segmentation in fluorescence microscopy images W Zamora-Cárdenas, M Mendez, S Calderon-Ramirez, M Vargas, ... International Work-Conference on Artificial Neural Networks, 36-46, 2021 | 3 | 2021 |
Visualization of Layers Within a Convolutional Neural Network Using Gradient Activation Maps D McAllister, M Mendez, A Bermúdez, P Tyrrell Journal of Undergraduate Life Sciences 14 (1), 6-6, 2020 | 3 | 2020 |
Automatic calibration of the deceived non local means filter for improving the segmentation of cells in fluorescence based microscopy S Calderón, J Barrantes, J Schuster, M Mendez, J Begera 2018 International Conference on Biomedical Engineering and Applications …, 2018 | 1 | 2018 |
INTRODUCTION OF DOMAIN KNOWLEDGE IN THE PROCESS OF ARTIFICIAL SIMULATION FOR AN ENRICHED RARE DISEASE DATASET M Mendez, F Castillo, L Probyn, M Brudno, AR Moody, PN Tyrrell MEDICINE 102 (8), 5-5, 2023 | | 2023 |
Deep Generative Machine Learning to Create Synthetic 2D Ultrasound Images for Rare Disease Research MM Mora University of Toronto (Canada), 2023 | | 2023 |
High Performance Computing: 6th Latin American Conference, CARLA 2019, Turrialba, Costa Rica, September 25–27, 2019, Revised Selected Papers JL Crespo-Mariño, E Meneses-Rojas Springer Nature, 2020 | | 2020 |
Deep Generative Machine Learning to Create Synthetic 2D Ultrasound Images for Rare Disease Research M Mendez Mora | | |