| Literature DB >> 33814672 |
Serge Brosset1, Maxime Dumont1, Lucia Cevidanes1, Reza Soroushmehr1, Jonas Bianchi1, Marcela Gurgel1, Romain Deleat-Besson1, Celia Le1, Antonio Ruellas1, Marilia Yatabe1, Cauby Chaves Junior1, Liliane Gomes1, Joao Goncalves1, Kayvan Najarian1, Jonathan Gryak1, Martin Styner1, Beatriz Paniagua2, Juan Carlos Prieto3.
Abstract
The Data Storage for Computation and Integration (DSCI) proposes management innovations for web-based secure data storage, algorithms deployment, and task execution. Its architecture allows inclusion of plugins for upload, browsing, sharing, and task execution in remote computing grids. Here, we demonstrate the DSCI implementation and the deployment of Image processing tools (TMJSeg), machine learning algorithms (MandSeg, DentalModelSeg), and advanced statistical packages (Multivariate Functional Shape Data Analysis, MFSDA), with data transfer and task execution handled by the clusterpost plug-in. Due to its comprehensive web-based design, local software installation is no longer required. The DSCI aims to enable and maintain a distributed computing and collaboration environment across multi-site clinical centers for the data processing of multisource features such as clinical, biological markers, volumetric images, and 3D surface models, with particular emphasis on analytics for temporomandibular joint osteoarthritis (TMJ OA).Entities:
Year: 2021 PMID: 33814672 PMCID: PMC8015809 DOI: 10.1117/12.2582283
Source DB: PubMed Journal: Proc SPIE Int Soc Opt Eng ISSN: 0277-786X