I am an electronic engineer of the Universidad Nacional de Colombia (2012), with a master in Biomedical Engineer (2015). My principal field of intest is the digital image processing and machine learning application in biomedical problems. Recently, I have been accepted for the doctoral program in electrical engineering at Universidad Nacional de Colombia in which I am working on automatic blast cell identification in blood images from Leukemia patients.
Fabian Narváez and Jorge Alvarez and Juan David Garcia-Arteaga and Jonathan Tarquino and Eduardo Romero. (2017) "Characterizing Architectural Distortion in Mammograms by Linear Saliency" Journal of medical systems
Tarquino, J., Rodríguez, J., Becerra, D., Roa-Peña, L., & Romero, E. (2024) "Engineered feature embeddings meet deep learning: A novel strategy to improve bone marrow cell classification and model transparency." Journal of Pathology Informatics, 15, 100390.
Tarquino, J., Arabyarmohammadi, S., Tejada, R. E., Madabhushi, A., & Romero, E. (2023) "Intra‐nucleus mosaic pattern (InMop) and whole‐cell Haralick combined‐descriptor for identifying and characterizing acute leukemia blasts on single cell peripheral blood images." Cytometry Part A, 103(11), 857-867.
Tarquino, J., Rodriguez, J., Alvarez-Jimenez, C., & Romero, E. (2023) "A One-Class Variational Autoencoder (OCVAE) Cascade for Classifying Atypical Bone Marrow Cell Sub-types" In International Conference on Medical Image Computing and Computer-Assisted Intervention (pp. 725-734). Cham: Springer
David Romo and Jonathan Tarquino and Juan D. Garcia-Arteaga and Eduardo Romero. (2013) "Virtual Slide Mosaicing Using Feature Descriptors and a Registration Consistency Measure" IX International Seminar on Medical Information Processing and Analysis (Ciudad de México, México)
Jonathan Tarquino and Andrea Rueda and Eduardo Romero. (2014) "A multiscale/sparse representation for Diffusion Weighted Imaging (DWI) super-resolution" Proc. of the ISBI 2014 - International Symposium on Biomedical Imaging (Beijing, China)
Jonathan Tarquino and Andrea Rueda and Eduardo Romero. (2014) "Shearlet-based sparse representation for super-resolution in Diffusion Weighted imaging (DWI)" Proc. of the ICIP 2014 - International Conference on Image Processing (Paris, Francia)
Jully González Huertas, Jonnathan Tarquino Gonzalez and Eduardo Romero. (2023) "Exploring ADHD anatomic patterns by a multiresolution curvelet analysis" 19th International Symposium on Medical Information Processing and Analysis (Mexico City, Mexico). IEEE Digital Xplore
Tarquino, J., Duque, A., Sanchez, G., Siabatto, A., Quijano, J. M., Becerra, D., & Romero, E.. (2023) "UltraCytomic: A cross-scale exploration to improve risk estimation of the malignant thyroid nodule" In 2023 19th International Symposium on Medical Information Processing and Analysis (SIPAIM) (pp. 1-5). IEEE.
Tarquino, J., & Romero, E. (2023) "Unsupervised white blood cell characterization in the latent space of a variational autoencoder" In 18th International Symposium on Medical Information Processing and Analysis (Vol. 12567, p. 1256702). SPIE.
Jonathan Tarquino and John Morales and Christian Cifuentes and Eduardo Romero. (2011) "Método experimental de excitación de cristales piezoeléctricos para sondas de ecografía" 7mo Seminario Internacional de Procesamiento y Análisis de Información Médica -SIPAIM 2011 (Bucaramanga, Colombia)