{"id":13696769,"url":"https://github.com/jgraving/pinpoint","last_synced_at":"2025-07-18T00:05:29.907Z","repository":{"id":98972118,"uuid":"89222910","full_name":"jgraving/pinpoint","owner":"jgraving","description":"pinpoint is a Python library for generating and tracking 2D barcode tags.","archived":false,"fork":false,"pushed_at":"2019-06-27T03:31:02.000Z","size":9220,"stargazers_count":9,"open_issues_count":1,"forks_count":6,"subscribers_count":7,"default_branch":"master","last_synced_at":"2025-04-06T15:23:19.343Z","etag":null,"topics":["barcode","behavior","ethology","identity","locomotion","opencv","python","social","tracking"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/jgraving.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,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2017-04-24T09:37:11.000Z","updated_at":"2024-11-18T13:54:18.000Z","dependencies_parsed_at":"2023-07-02T22:45:59.657Z","dependency_job_id":null,"html_url":"https://github.com/jgraving/pinpoint","commit_stats":null,"previous_names":[],"tags_count":2,"template":false,"template_full_name":null,"purl":"pkg:github/jgraving/pinpoint","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jgraving%2Fpinpoint","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jgraving%2Fpinpoint/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jgraving%2Fpinpoint/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jgraving%2Fpinpoint/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jgraving","download_url":"https://codeload.github.com/jgraving/pinpoint/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jgraving%2Fpinpoint/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":265683099,"owners_count":23810799,"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":["barcode","behavior","ethology","identity","locomotion","opencv","python","social","tracking"],"created_at":"2024-08-02T18:00:46.736Z","updated_at":"2025-07-18T00:05:29.880Z","avatar_url":"https://github.com/jgraving.png","language":"Jupyter Notebook","readme":"![alt text][logo]\n\n[logo]: logo-small.png\n\n**pinpoint**: behavioral tracking using 2D barcode tags\n=======================================\n\n**pinpoint** is a Python library for generating and tracking 2D barcode tags. \nThe library uses numpy and matplotlib to generate barcode tags and uses OpenCV to automatically track each tag. \nIt provides a high-level API for the automated measurement of animal behavior and locomotion.\n\nThis software is still in early-release development. Expect some adventures. \n\nCiting\n----------\nIf you use this software for academic research, please consider citing it using this zenodo DOI: \n\n[![DOI](https://zenodo.org/badge/89222910.svg)](https://zenodo.org/badge/latestdoi/89222910)\n\n\nInstallation\n------------\n\nInstall the development version:\n```bash\npip install git+https://www.github.com/jgraving/pinpoint.git\n```\n\nDependencies\n------------\n\n- [Python 3.5+](http://www.python.org) \n\n- [numpy](http://www.numpy.org/)\n\n- [scipy](http://www.scipy.org/)\n\n- [matplotlib](http://matplotlib.org/)\n\n- [scikit-learn](http://scikit-learn.org/stable/)\n\n- [numba](http://numba.pydata.org/)\n\n- [OpenCV 3.1+](http://opencv.org/)\n\nDevelopment\n-------------\n[https://github.com/jgraving/pinpoint](https://github.com/jgraving/pinpoint)\n\nPlease submit bugs or feature requests to the [GitHub issue tracker](https://github.com/jgraving/pinpoint/issues/new)\n\nLicense\n------------\n\nReleased under a Apache 2.0 License. See [LICENSE](https://github.com/jgraving/pinpoint/blob/master/LICENSE) for details.\n\nReferences \n------------\npinpoint is based on [ArUco](https://www.uco.es/investiga/grupos/ava/node/26):\n\n```\nGarrido-Jurado, S., Muñoz-Salinas, R., Madrid-Cuevas, F. J., \u0026 Marín-Jiménez, M. J. (2014). Automatic generation and detection of highly reliable fiducial markers under occlusion. Pattern Recognition, 47(6), 2280-2292.\n```\n\nOther similar marker systems are also publicly available, such as [AprilTag](https://april.eecs.umich.edu/software/apriltag.html):\n\n```\nWang, J., \u0026 Olson, E. (2016). AprilTag 2: Efficient and robust fiducial detection. In Intelligent Robots and Systems (IROS), 2016 IEEE/RSJ International Conference (pp. 4193-4198). IEEE.\n```\n\nIf you require barcode tracking in MATLAB see [BEETag](https://github.com/jamescrall/BEEtag):\n\n```\nCrall, J. D., Gravish, N., Mountcastle, A. M., \u0026 Combes, S. A. (2015). BEEtag: a low-cost, image-based tracking system for the study of animal behavior and locomotion. PloS one, 10(9), e0136487.\n```\n\n","funding_links":[],"categories":["Multiple Animal Tracking"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjgraving%2Fpinpoint","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjgraving%2Fpinpoint","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjgraving%2Fpinpoint/lists"}