02412nam a2200253 4500 231230t2011 us a||||s|||| 00| 0 eng | 9780262015776 9780262298353 Universiti Teknologi Brunei eng Blake, Andrew. author. Markov Random Fields for Vision and Image Processing Andrew Blake, Pushmeet Kohli, Carsten Rother. Cambridge, Mass : The MIT Press. 2011. This 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 State-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. Markov random fields Computer vision Mathematics auhtor Kohli, Pushmeet. author Rother,Carsten. https://search.ebscohost.com/login.aspx?direct=true&db=nlebk&AN=386846&site=ehost-live lc EBB Electronic Book Reference No: 4736965 / 10.12.21 / ns277138 Date: 12 October 2021 -- (UTB) – EBSCO International, INC 21231 21231 0 0 lc 0 0 UTB UTB 2021-10-12 0 2023-12-30 https://search.ebscohost.com/login.aspx?direct=true&db=nlebk&AN=386846&site=ehost-live 2021-10-12 EBB This 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