5 resultados para appearance-based comparisons

em Université de Montréal, Canada


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One of the major concerns of scoliosis patients undergoing surgical treatment is the aesthetic aspect of the surgery outcome. It would be useful to predict the postoperative appearance of the patient trunk in the course of a surgery planning process in order to take into account the expectations of the patient. In this paper, we propose to use least squares support vector regression for the prediction of the postoperative trunk 3D shape after spine surgery for adolescent idiopathic scoliosis. Five dimensionality reduction techniques used in conjunction with the support vector machine are compared. The methods are evaluated in terms of their accuracy, based on the leave-one-out cross-validation performed on a database of 141 cases. The results indicate that the 3D shape predictions using a dimensionality reduction obtained by simultaneous decomposition of the predictors and response variables have the best accuracy.

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One of the major concerns of scoliotic patients undergoing spinal correction surgery is the trunk's external appearance after the surgery. This paper presents a novel incremental approach for simulating postoperative trunk shape in scoliosis surgery. Preoperative and postoperative trunk shapes data were obtained using three-dimensional medical imaging techniques for seven patients with adolescent idiopathic scoliosis. Results of qualitative and quantitative evaluations, based on the comparison of the simulated and actual postoperative trunk surfaces, showed an adequate accuracy of the method. Our approach provides a candidate simulation tool to be used in a clinical environment for the surgery planning process.

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Persistence of external trunk asymmetry after scoliosis surgical treatment is frequent and difficult to predict by clinicians. This is a significant problem considering that correction of the apparent deformity is a major factor of satisfaction for the patients. A simulation of the correction on the external appearance would allow the clinician to illustrate to the patient the potential result of the surgery and would help in deciding on a surgical strategy that could most improve his/her appearance. We describe a method to predict the scoliotic trunk shape after a spine surgical intervention. The capability of our method was evaluated using real data of scoliotic patients. Results of the qualitative evaluation were very promising and a quantitative evaluation based on the comparison of the simulated and the actual postoperative trunk surface showed an adequate accuracy for clinical assessment. The required short simulation time also makes our approach an eligible candidate for a clinical environment demanding interactive simulations.

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Ce cahier est basé sur la réflexion autobiographique de deux chercheuses ayant effectué des recherches qualitatives et ethnographiques, de 2008 à 2014, en Asie centrale et du Sud-­‐Est. Les expériences sur le terrain constituent des moyens de comparaisons dans le présent document. En mettant l’accent sur le positionnement sur le terrain, l’étude montre que, d’abord, il est essentiel de détenir une poste intermédiaire et de parler une langue locale afin de garantir un accès et de mener des activités de recherche sur le terrain. Deuxièmement, différentes régions prédéterminent des contextes culturels et politiques ponctuels qui, à leur tour, façonneraient la recherche en sciences sociales. Troisièmement, le fait d’être une femme présente à la fois des avantages et des inconvénients. Enfin, en termes de méthodologie, les stages et les entrevues se sont avérés des méthodes fiables pour la collecte des données empiriques sur les régions ci-­‐dessus mentionnées, sans pour autant permettre de bâtir la confiance.