UPGMpp: a Software Library for Contextual Object Recognition

Universidad de Malaga. Campus de Excelencia Internacional Andalucia Tech. Spanish grant program FPU-MICINN 2010 and the Spanish projects “TAROTH: New developments toward a robot at home” (Ref. DPI2011-25483) and “PROMOVE: Advances in mobile robotics for promoting independent life of elders” (Ref. DPI2014-55826-R)

[1]  Martin J. Wainwright,et al.  Tree-based reparameterization framework for analysis of sum-product and related algorithms , 2003, IEEE Trans. Inf. Theory.

[2]  Dieter Fox,et al.  RGB-(D) scene labeling: Features and algorithms , 2012, 2012 IEEE Conference on Computer Vision and Pattern Recognition.

[3]  Nir Friedman,et al.  Probabilistic Graphical Models - Principles and Techniques , 2009 .

[4]  William T. Freeman,et al.  On the optimality of solutions of the max-product belief-propagation algorithm in arbitrary graphs , 2001, IEEE Trans. Inf. Theory.

[5]  D. Greig,et al.  Exact Maximum A Posteriori Estimation for Binary Images , 1989 .

[6]  Ali Shahrokni,et al.  Mesh Based Semantic Modelling for Indoor and Outdoor Scenes , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition.

[7]  José-Raúl Ruiz-Sarmiento,et al.  Exploiting semantic knowledge for robot object recognition , 2015, Knowl. Based Syst..

[8]  Sanja Fidler,et al.  Holistic Scene Understanding for 3D Object Detection with RGBD Cameras , 2013, 2013 IEEE International Conference on Computer Vision.

[9]  Thorsten Joachims,et al.  Contextually guided semantic labeling and search for three-dimensional point clouds , 2013, Int. J. Robotics Res..

[10]  J. Besag On the Statistical Analysis of Dirty Pictures , 1986 .

[11]  Derek Hoiem,et al.  Indoor Segmentation and Support Inference from RGBD Images , 2012, ECCV.

[12]  José-Raúl Ruiz-Sarmiento,et al.  Scene object recognition for mobile robots through Semantic Knowledge and Probabilistic Graphical Models , 2015, Expert Syst. Appl..

[13]  Daniel Huber,et al.  Using Context to Create Semantic 3D Models of Indoor Environments , 2010, BMVC.

[14]  Serge J. Belongie,et al.  Context based object categorization: A critical survey , 2010, Comput. Vis. Image Underst..

[15]  Olga Veksler,et al.  Fast Approximate Energy Minimization via Graph Cuts , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[16]  Michael I. Jordan,et al.  Loopy Belief Propagation for Approximate Inference: An Empirical Study , 1999, UAI.

[17]  Boris Schling The Boost C++ Libraries , 2011 .

[18]  Cipriano Galindo,et al.  Mobile Robot Object Recognition through the Synergy of Probabilistic Graphical Models and Semantic Knowledge , 2014 .

[19]  José-Raúl Ruiz-Sarmiento,et al.  OLT: A Toolkit for Object Labeling applied to robotic RGB-D datasets , 2015, 2015 European Conference on Mobile Robots (ECMR).