{"id":18920716,"url":"https://github.com/frankier/skelshop","last_synced_at":"2025-04-15T11:31:27.219Z","repository":{"id":52172340,"uuid":"274364187","full_name":"frankier/skelshop","owner":"frankier","description":"📺 📰 🧑‍💼 Toolkit for skeleton \u0026 face analysis of talking heads (e.g. news) videos 🧑‍💼 📰 📺","archived":false,"fork":false,"pushed_at":"2021-11-23T11:29:57.000Z","size":2479,"stargazers_count":5,"open_issues_count":15,"forks_count":1,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-28T20:36:13.308Z","etag":null,"topics":["computer-vision","facial-recognition","openpose","pose-estimation"],"latest_commit_sha":null,"homepage":"https://frankier.github.io/skelshop","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/frankier.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2020-06-23T09:27:01.000Z","updated_at":"2023-08-23T05:33:53.000Z","dependencies_parsed_at":"2022-08-24T04:31:37.192Z","dependency_job_id":null,"html_url":"https://github.com/frankier/skelshop","commit_stats":null,"previous_names":[],"tags_count":2,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/frankier%2Fskelshop","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/frankier%2Fskelshop/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/frankier%2Fskelshop/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/frankier%2Fskelshop/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/frankier","download_url":"https://codeload.github.com/frankier/skelshop/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":249061012,"owners_count":21206438,"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":["computer-vision","facial-recognition","openpose","pose-estimation"],"created_at":"2024-11-08T10:44:04.024Z","updated_at":"2025-04-15T11:31:26.892Z","avatar_url":"https://github.com/frankier.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003ch1\u003e\u003cimg src=\"https://github.com/frankier/skelshop/blob/master/skelshop/news.png\" /\u003e SkelShop\u003c/h1\u003e\n\n\u003cp align=\"center\"\u003e\n\u003ca href=\"https://github.com/frankier?tab=packages\u0026repo_name=skelshop\"\u003e\n  Docker/Singularity containers\n\u003c/a\u003e\n|\n\u003ca href=\"https://frankier.github.io/skelshop/\"\u003e\n  Documentation\n\u003c/a\u003e\n\u003c/p\u003e\n\nSkelShop is a toolkit usable either as a suite of command line tools or a\nPython library aimed at *offline analysis* of the ``talking heads'' genre of\nvideos, typically created in a television studio. This genre includes news\nand current affairs programmes, variety shows and some documentaries. The\nmain attributes of this type of material is:\n * Multiple fixed place cameras in a studio with shot changes to different\n   cameras and non-studio material.\n * Mainly upper bodies are visible.\n * Frontal shots are the most frequent type.\n * Faces are usually visible and most often frontal.\n * Occlusion is as often by an OSD (On Screen Display) than by some other\n   object in the scene.\n\n## Getting started\n\n[See the documentation.](https://frankier.github.io/skelshop/)\n\n## Features\n\n * Dump OpenPose skeletons to a fast-to-read HDF5 file format\n * A processing pipeline starting with shot segmentation\n * Apply black box person tracking on OpenPose skeletons\n * Draw skeletons over video and...\n   * View the result in real time\n   * Output the result to another video\n * Convert from some existing JSON based dump formats\n * Embed faces using dlib\n   * Using OpenPose's face detection and keypoint estimation\n   * Or using dlib's own face detection/keypoint estimation\n   * Select best frames for best quality embeddings\n * Dump across heterogeneous HPC environments including GPU and CPU nodes.\n * Identify faces based on embeddings\n   * Identify by direct comparison with references\n   * Or cluster faces with no reference (also useful re-identitication)\n   * Identify faces based on clusters, either with a reference or interactively\n   * Quickly build up libraries of references using data from WikiData/WikiMedia commons\n\nHere's a screenshot of the playsticks command:\n\n![Screenshot of the playsticks\ncommand](https://user-images.githubusercontent.com/299380/87277551-2d9f6180-c4eb-11ea-917c-4336ad36a97f.png)\n\n[Find out more about what SkelShop can do in the documentation.](https://frankier.github.io/skelshop/)\n\n## Contributions \u0026 Questions\n\nContributions are welcome! Feel free to use GitHub discussions to ask any\nquestions. [See also the contributing section of the\ndocumentation.](https://frankier.github.io/skelshop/development/)\n\n## Acknowledgments\n\nThanks to the authors of all the useful libraries I have used.\n\nSome of the black box tracking code is based\non [this repository](https://github.com/lxy5513/cvToolkit).\n\nSome code to do with clustering and usage of FAISS is based on [this repository](https://github.com/yl-1993/learn-to-cluster/).\n\n[Icon by Adrien Coquet, FR from the Noun Project used under\nCC-BY.](https://thenounproject.com/term/news/2673777)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffrankier%2Fskelshop","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffrankier%2Fskelshop","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffrankier%2Fskelshop/lists"}