{"version":1,"kind":"Article","sha256":"","slug":"789","location":"","dependencies":[],"doi":"10.54294/zm2uus","thumbnail":"https://pub.desci.com/ipfs/bafkreid4x4tcekykhhnpkwg5pfplk3ejpb5peu7s3glvrln3knxqklfkpe","frontmatter":{"title":"Loopy Belief Propagation on MRFs in ITK","abstract":"This code provides a base implementation of Loopy Belief Propagation on MRFs in ITK. We use binary image denoising as an example problem to demonstrate this code.\n\nThis document is intended only to describe the implementation, not the theory. A complete tutorial on loopy belief propagation on MRFs is available here:\n\nhttps://github.com/daviddoria/Tutorials/blob/master/BeliefPropagation/BeliefPropagation.pdf?raw=true\n\nThe code at the time of this submission is here:\nhttps://github.com/daviddoria/BinaryDenoising/commit/e8bd152723584c3af7e30b5e529b8a80f2f2ee5c\n\nAnd the latest version will be here:\nhttps://github.com/daviddoria/BinaryDenoising\n\n","license":"You are licensing your work to Kitware Inc. under the\nCreative Commons Attribution License Version 3.0.\n\nKitware Inc. agrees to the following:\n\nKitware is free\n * to copy, distribute, display, and perform the work\n * to make derivative works\n * to make commercial use of the work\n\nUnder the following conditions:\n\\\"by Attribution\\\" - Kitware must attribute the work in the manner specified by the author or licensor.\n\n * For any reuse or distribution, they must make clear to others the license terms of this work.\n * Any of these conditions can be waived if they get permission from the copyright holder.\n\nYour fair use and other rights are in no way affected by the above.\n\nThis is a human-readable summary of the Legal Code (the full license) available at\nhttp://creativecommons.org/licenses/by/3.0/legalcode","keywords":["belief propagation","loopy belief propagation","graph","graphical model","inference","mrf","denoising"],"authors":[{"name":"Doria, David","email":"daviddoria@gmail.com","affiliations":["Rensselaer Polytechnic Institute"],"corresponding":true}],"date_submitted":"2011-03-01 08:47:59","external_publication_id":789,"revision_cids":["bafkreigaemrfh2dqbpkszwn3kjq3pypb433wdvmxrpxrto527i434oeuou"],"thumbnail":"https://pub.desci.com/ipfs/bafkreid4x4tcekykhhnpkwg5pfplk3ejpb5peu7s3glvrln3knxqklfkpe"},"mdast":{"type":"root"},"downloads":[{"url":"https://ipfs.desci.com/ipfs/bafkreib7lspapga44bolv4jyhmqw2zhadjxmzucf6xvt63lr7xt3cyitxi","title":"root/insight-journal-metadata.json","filename":"insight-journal-metadata.json","extra":{"size_bytes":2869,"type":"file"}},{"url":"https://dweb.link/ipfs/bafkreihbygtufcfgslbaoftvrtdvpdpdaphadkihq4y6ljpu34rz4mfhpq","title":"root/article.pdf","filename":"article.pdf","extra":{"size_bytes":113913,"type":"file"}}],"references":{"cite":{"order":[]},"data":{}}}