Treinta años aplicando ciencia de datos al procesamiento digital de imágenes médicas
Keywords:
Data science, digital image processing, medical imaging
Abstract
Computer-aided diagnostic systems have been commonplace even before the term data science was coined. Among these systems, those involved with medical image analysis are challenging, as they require multivariate statistical modelling and effective classification schemes. Always close to the medical experts at the National Institutes of Health and other clinical settings, the Neuroimaging Laboratory at UAM Iztapalapa has dedicated over thirty years of research and development to this subject. That experience is recounted in this paper
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References
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Jimenez-Alaniz, Juan Ramón, Medina- Banuelos, Veronica y Yanez-Suarez, Oscar (2006). «Data-driven brain MRI segmentation supported on edge confidence and a priori tissue information». En: IEEE Transactions on Medical Imaging 25.1, págs. 74-83. doi: 10.1109/ TMI.2005.860999.
Jimenez-Angeles, Luis, Valdes-Cristerna, Raquel, Vallejo, Enrique, Bialostozky, David y Medina-Banuelos, Veronica (abr. de 2009). «Factorial phase analysis of ventricular contraction using equilibrium radionuclide angiography images». En: Biomedical Signal Processing and Control 4, págs. 149-161. doi: 10.1016/j. bspc.2008.11.004.
Perez-Gonzalez, Jorge Luis, Arámbula- Cosío, Fernando, Guzmán, Mario, Camargo, Lisbeth, Gutierrez, B, Mateus, D, Navab, N y Medina-Banuelos, Veronica (2018). «Spatial Compounding of 3-D Fetal Brain Ultrasound Using Probabilistic Maps». En: Ultrasound Med Biol. (44(1).), págs. 278-291. doi: 10.1016/j.ultrasmedbio. 2017. 09.001.
Perez-Gonzalez, Jorge Luis, Bello-Munoz, Juan, Porras, M.C., Arambula-Cosio, Fernando y Medina-Banuelos, Veronica (oct. de 2014a). «Automatic Fetal Head Measurements from Ultrasound Images Using Optimal Ellipse Detection and Texture Maps». En: vol. 49. isbn: 978-3-319-13116- 0. doi: 10.1007/978-3-319-13117-7_85.
Perez-Gonzalez, Jorge Luis, Yanez-Suarez, Oscar, Bribiesca, Ernesto, Arambula Cosio, Fernando, Jimenez-Alaniz, Juan Ramon y Medina-Banuelos, Veronica (2014b). «Description and classification of normal and pathological aging processes based on brain magnetic resonance imaging morphology measures». En: Journal of Medical Imaging 1.3, pág. 034002. doi: 10.1117/1.JMI.1.3.034002. url: https:// doi.org/10.1117/1.JMI.1.3. 034002.
Santos-Diaz, Alejandro, Valdes-Cristerna, Raquel, Vallejo, Enrique, Hernández, Salvador y Jimenez-Angeles, Luis (feb. de 2017). «Automated Classification of Severity in Cardiac Dyssynchrony Merging Clinical Data and Mechanical Descriptors ». En: Computational and Mathematical Methods in Medicine 2017, págs. 1-9. doi: 10. 1155/2017/3087407.
Valdes-Cristerna, Raquel, Medina-Banuelos, Veronica y Yanez-Suarez, Oscar (2004). «Coupling of radial-basis network and active contour model for multispectral brain MRI segmentation». En: IEEE Transactions on Biomedical Engineering 51.3, págs. 459-470. doi: 10.1109/ TBME.2003.820377.
Valdes-Cristerna, Raquel y Yanez-Suarez, Oscar (2003). «Active contours and surfaces with cubic splines for semiautomatic tracheal segmentation». En: Journal of Electronic Imaging 12.1, págs. 81-96. doi: 10.1117/1.1526847. url: https:// doi.org/10.1117/1.1526847.
Castellanos-Abrego, Norma Pilar, Del Angel, Pedro Luis y Medina-Banuelos, Veronica (nov. de 2004). «Nonrigid medical image registration technique as a composition of local warpings». En: Pattern Recognition 37, págs. 2141-2154. doi: 10.1016/j.patcog.2003.09.019.
Garza-Jinich, Maria, Meer, Peter y Medina- Banuelos, Veronica (1999). «Robust retrieval of three-dimensional structures from image stacks». En: Medical Image Analysis 3.1, págs. 21-35. issn: 1361-8415. doi: https : //doi.org/10.1016/ S1361-8415(99)80014-0. url: https://www.sciencedirect.com/science/article/pii/S1361841599800140.
Jimenez-Alaniz, Juan Ramón, Medina- Banuelos, Veronica y Yanez-Suarez, Oscar (2006). «Data-driven brain MRI segmentation supported on edge confidence and a priori tissue information». En: IEEE Transactions on Medical Imaging 25.1, págs. 74-83. doi: 10.1109/ TMI.2005.860999.
Jimenez-Angeles, Luis, Valdes-Cristerna, Raquel, Vallejo, Enrique, Bialostozky, David y Medina-Banuelos, Veronica (abr. de 2009). «Factorial phase analysis of ventricular contraction using equilibrium radionuclide angiography images». En: Biomedical Signal Processing and Control 4, págs. 149-161. doi: 10.1016/j. bspc.2008.11.004.
Perez-Gonzalez, Jorge Luis, Arámbula- Cosío, Fernando, Guzmán, Mario, Camargo, Lisbeth, Gutierrez, B, Mateus, D, Navab, N y Medina-Banuelos, Veronica (2018). «Spatial Compounding of 3-D Fetal Brain Ultrasound Using Probabilistic Maps». En: Ultrasound Med Biol. (44(1).), págs. 278-291. doi: 10.1016/j.ultrasmedbio. 2017. 09.001.
Perez-Gonzalez, Jorge Luis, Bello-Munoz, Juan, Porras, M.C., Arambula-Cosio, Fernando y Medina-Banuelos, Veronica (oct. de 2014a). «Automatic Fetal Head Measurements from Ultrasound Images Using Optimal Ellipse Detection and Texture Maps». En: vol. 49. isbn: 978-3-319-13116- 0. doi: 10.1007/978-3-319-13117-7_85.
Perez-Gonzalez, Jorge Luis, Yanez-Suarez, Oscar, Bribiesca, Ernesto, Arambula Cosio, Fernando, Jimenez-Alaniz, Juan Ramon y Medina-Banuelos, Veronica (2014b). «Description and classification of normal and pathological aging processes based on brain magnetic resonance imaging morphology measures». En: Journal of Medical Imaging 1.3, pág. 034002. doi: 10.1117/1.JMI.1.3.034002. url: https:// doi.org/10.1117/1.JMI.1.3. 034002.
Santos-Diaz, Alejandro, Valdes-Cristerna, Raquel, Vallejo, Enrique, Hernández, Salvador y Jimenez-Angeles, Luis (feb. de 2017). «Automated Classification of Severity in Cardiac Dyssynchrony Merging Clinical Data and Mechanical Descriptors ». En: Computational and Mathematical Methods in Medicine 2017, págs. 1-9. doi: 10. 1155/2017/3087407.
Valdes-Cristerna, Raquel, Medina-Banuelos, Veronica y Yanez-Suarez, Oscar (2004). «Coupling of radial-basis network and active contour model for multispectral brain MRI segmentation». En: IEEE Transactions on Biomedical Engineering 51.3, págs. 459-470. doi: 10.1109/ TBME.2003.820377.
Valdes-Cristerna, Raquel y Yanez-Suarez, Oscar (2003). «Active contours and surfaces with cubic splines for semiautomatic tracheal segmentation». En: Journal of Electronic Imaging 12.1, págs. 81-96. doi: 10.1117/1.1526847. url: https:// doi.org/10.1117/1.1526847.
Published
2024-12-10
How to Cite
Jiménez Alaniz, J. R., Medina Bañuelos, V., Valdés Cristerna, R., & Yánez Suárez, O. (2024). Treinta años aplicando ciencia de datos al procesamiento digital de imágenes médicas. Contactos, Revista De Educación En Ciencias E Ingeniería, (137), 6 - 18. Retrieved from https://contactos.izt.uam.mx/index.php/contactos/article/view/439
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Artículos
