{"id":26650622,"url":"https://github.com/ascribe/image-match","last_synced_at":"2025-03-25T02:01:53.858Z","repository":{"id":37436171,"uuid":"53434551","full_name":"rhsimplex/image-match","owner":"rhsimplex","description":"🎇 Quickly search over billions of images","archived":false,"fork":false,"pushed_at":"2022-12-06T11:29:04.000Z","size":1574,"stargazers_count":2940,"open_issues_count":64,"forks_count":405,"subscribers_count":101,"default_branch":"master","last_synced_at":"2024-10-29T17:41:00.656Z","etag":null,"topics":["image-analysis","image-signatures","python","search"],"latest_commit_sha":null,"homepage":"","language":"Python","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/rhsimplex.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSES.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2016-03-08T18:16:45.000Z","updated_at":"2024-10-23T08:17:31.000Z","dependencies_parsed_at":"2023-01-24T01:30:41.057Z","dependency_job_id":null,"html_url":"https://github.com/rhsimplex/image-match","commit_stats":null,"previous_names":["ascribe/image-match","provenancelabs/image-match"],"tags_count":10,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rhsimplex%2Fimage-match","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rhsimplex%2Fimage-match/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rhsimplex%2Fimage-match/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rhsimplex%2Fimage-match/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rhsimplex","download_url":"https://codeload.github.com/rhsimplex/image-match/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245383037,"owners_count":20606265,"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":["image-analysis","image-signatures","python","search"],"created_at":"2025-03-25T02:01:52.549Z","updated_at":"2025-03-25T02:01:53.836Z","avatar_url":"https://github.com/rhsimplex.png","language":"Python","readme":"# NOTE: this repository is no longer maintained; PRs and issues will probably be ignored. If you are interested in taking over development/maintainership of image-match, please contact me at the email address in my public profile. Thank you!\n\n[![PyPI](https://img.shields.io/pypi/status/image-match.svg?maxAge=2592000)](https://pypi.python.org/pypi/image-match)\n[![PyPI](https://img.shields.io/pypi/v/image-match.svg)](https://pypi.python.org/pypi/image-match)\n[![Documentation Status](https://readthedocs.org/projects/image-match/badge/?version=latest)](https://image-match.readthedocs.org/en/latest/)\n[![codecov](https://codecov.io/gh/edjolabs/image-match/branch/master/graph/badge.svg)](https://codecov.io/gh/edjolabs/image-match)\n\n![image-match](https://cloud.githubusercontent.com/assets/6517700/17741093/41040a64-649b-11e6-8499-48b78ddca56b.png)\n\nimage-match is a simple (now Python 3!) package for finding approximate image matches from a\ncorpus.  It is similar, for instance, to [pHash](http://www.phash.org/), but\nincludes a database backend that easily scales to billions of images and\nsupports sustained high rates of image insertion: up to 10,000 images/s on our\ncluster!\n\n**PLEASE NOTE:** This algorithm is intended to find nearly duplicate images -- think copyright\nviolation detection.  It is **NOT** intended to find images that are conceptually similar.\nFor more explanation, see [this issue](https://github.com/edjo-labs/image-match/issues/62) or\n[this video](https://www.youtube.com/watch?v=DfWLBzArzKE).\n\nBased on the paper [_An image signature for any kind of image_, Wong et\nal](http://www.cs.cmu.edu/~hcwong/Pdfs/icip02.ps).  There is an existing\n[reference implementation](https://www.pureftpd.org/project/libpuzzle) which\nmay be more suited to your needs.\n\nThe folks over at [Pavlov](https://usepavlov.com/) have released an excellent\n[containerized version of image-match](https://github.com/pavlovml/match) for\neasy scaling and deployment.\n\n## Quick start\n\n### [Install and setup image-match](http://image-match.readthedocs.io/en/latest/start.html)\n\nOnce you're up and running, read these two (short) sections of the documentation to get a feel\nfor what image-match is capable of:\n\n### [Image signatures](http://image-match.readthedocs.io/en/latest/signatures.html)\n### [Storing and searching images](http://image-match.readthedocs.io/en/latest/searches.html)\n","funding_links":[],"categories":["Open Sources Intelligence (OSINT)","Python","Tools","OSINT Tools"],"sub_categories":["Penetration Testing Report Templates","OSINT Tools","Wireless Network Tools","Web Vulnerability Scanners"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fascribe%2Fimage-match","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fascribe%2Fimage-match","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fascribe%2Fimage-match/lists"}