A mí me interesa todo lo que supone trabajo y voluntad; a mí me interesa toda persona que tiene un ideal y procura realizarlo."El Papa del mar", Valencia 1925. Vicente Blasco Ibáñez (1867 -1928
AcknowledgementsIt is my pleasure to gratefully thank all the people that made this thesis possible; they are all key participants of this work. He offered me to be in charge of the investigation in image processing applied to osteoporosis and trabecular bone. David, thank you for opening the doors of research and medical imaging for me, you have been not only a great advisor, but also a faithful companion.My research was physically being performed at the Radiology Department of Quirón Hospital. I will never forget the first time I crossed the 'no entry' glass doors of the department to meet Luis and start planning my work; at that moment I felt that it was going to mean a before and an after in my life. There, I also discovered that everything can be planned in a small napkin. As a lover of medicine, mathematics and whole science, Dr. Luis Martí-Bonmatí is one of those advanced minds that support the combination of medicine and engineering, a reference not only in research but also in human behavior. Thank you Luis, for being my mentor and giving me the opportunity of enrolling in this exciting professional career. It is also a pleasure for me to express my sincere gratitude to the people from Philips Healthcare, who have provided great support to the thesis. Thank you Javier for your permanent collaboration and for those unforgettable moments in front of the magnet improving MR sequences. I have learned a lot from you.Han, Carmen and Fran, thank you for encouraging me in my work.I would like to cite here a group of friends who are very special for me: Víctor, Pedro, José Antonio and Pere, the best industrial engineers of Zaragoza. It all started in a summer course in El Escorial, Madrid. The charm of the place defined a friendship that has grown stronger and stronger through time. We are now mutual hosts either in Zaragoza or Valencia; friends, thank you so much for your support and for introducing me to the finite element method. The developed methodology was applied to a population of healthy subjects in order to obtain normality values of the cancellous bone. The algorithms were also applied to a population of patients with osteoporosis in order to quantify the variations of the parameters due to the disease and evaluate the differences with the results obtained in an age-matched healthy group.Finally, an evaluation of the reproducibility of the methods was performed by the calculation of the morphometry and mechanical parameters from repeated MR acquisitions performed to 5 sheep tibiae in three consecutive days. The validation of the measurements was also assessed by a comparison of the results with the same sheep tibiae acquired at higher spatial resolutions by micro computed tomography (µCT).The proposed methodological developments and clinical applications provide satisfactory results, with a high sensitivit...