{"id":19076502,"url":"https://github.com/torfsen/local_binary_patterns","last_synced_at":"2025-04-30T03:39:43.089Z","repository":{"id":19723948,"uuid":"22979855","full_name":"torfsen/local_binary_patterns","owner":"torfsen","description":"Texture Classification using Local Binary Patterns","archived":false,"fork":false,"pushed_at":"2014-08-15T05:46:52.000Z","size":160,"stargazers_count":3,"open_issues_count":0,"forks_count":5,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-30T03:39:34.977Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Java","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/torfsen.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2014-08-15T05:46:41.000Z","updated_at":"2019-11-09T03:21:13.000Z","dependencies_parsed_at":"2022-08-24T14:09:09.559Z","dependency_job_id":null,"html_url":"https://github.com/torfsen/local_binary_patterns","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/torfsen%2Flocal_binary_patterns","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/torfsen%2Flocal_binary_patterns/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/torfsen%2Flocal_binary_patterns/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/torfsen%2Flocal_binary_patterns/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/torfsen","download_url":"https://codeload.github.com/torfsen/local_binary_patterns/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251638699,"owners_count":21619659,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-09T01:59:41.103Z","updated_at":"2025-04-30T03:39:43.070Z","avatar_url":"https://github.com/torfsen.png","language":"Java","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Texture Classification using Local Binary Patterns\n\nThe task of automatically assigning one of several categories to a texture\n(i.e. an image of a pattern) is called texture classification. For example,\none might want to classify a photo of a tree bark with the corresponding\nspecies' names. In machine learning, this problem is solved by learning the\nclassification from a set of samples (the training data). After learning, the\nalgorithm can then (try to) classify previously unseen textures.\n\nOne of the many possible techniques for doing this has been proposed by Ojala\net al. in their heavily cited paper\n\n\u003e *Multiresolution Gray-Scale and Rotation Invariant Texture Classification\n\u003e with Local Binary Patterns* (IEEE Transactions on Pattern Analysis and\n\u003e Machine Intelligence, Vol. 24, No. 7, July 2002).\n\nThis is a Java implementation of that approach. Note that while fully\nfunctional, the implementation is not intended for large-scale use. Typical\ninput sizes are 32x32 pixels.\n\nSee also [an implementation for MATLAB][matlab] from the University of Oulu\nand [one in Python][python] from Luis Pedro Coelho.\n\n[matlab]: http://www.cse.oulu.fi/CMV/Downloads/LBPMatlab\n[python]: http://luispedro.org/software/mahotas\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftorfsen%2Flocal_binary_patterns","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftorfsen%2Flocal_binary_patterns","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftorfsen%2Flocal_binary_patterns/lists"}