02170nam a2200193   4500008004100000020001800041020001800059040003700077100002800114245010400142260004600246500020500292520127100497650002601768650003301794700003001827700002801857856009101885231230t2011    us a||||s|||| 00| 0 eng |  a9780262015776  a9780262298353  aUniversiti Teknologi Bruneibeng1 aBlake, Andrew.eauthor.10aMarkov Random Fields for Vision and Image ProcessingcAndrew Blake, Pushmeet Kohli, Carsten Rother.  aCambridge, Mass : bThe MIT Press.c2011.  aThis book is automatically accessible within the University internet network. To learn how to access it outside the campus, visit: https://www.utb.edu.bn/media/cv5fcgwb/remote-access-for-ebscohost.pdf  aState-of-the-art research on MRFs, successful MRF applications, and advanced topics for future study.This volume demonstrates the power of the Markov random field (MRF) in vision, treating the MRF both as a tool for modeling image data and, utilizing recently developed algorithms, as a means of making inferences about images. These inferences concern underlying image and scene structure as well as solutions to such problems as image reconstruction, image segmentation, 3D vision, and object labeling. It offers key findings and state-of-the-art research on both algorithms and applications.After an introduction to the fundamental concepts used in MRFs, the book reviews some of the main algorithms for performing inference with MRFs; presents successful applications of MRFs, including segmentation, super-resolution, and image restoration, along with a comparison of various optimization methods; discusses advanced algorithmic topics; addresses limitations of the strong locality assumptions in the MRFs discussed in earlier chapters; and showcases applications that use MRFs in more complex ways, as components in bigger systems or with multiterm energy functions. The book will be an essential guide to current research on these powerful mathematical tools. 4aMarkov random fields  4aComputer visionxMathematics1 eauhtoraKohli, Pushmeet. 1 eauthoraRother,Carsten.  uhttps://search.ebscohost.com/login.aspx?direct=true&db=nlebk&AN=386846&site=ehost-live