{"id":24587758,"url":"https://github.com/naturomics/scan-tensorflow","last_synced_at":"2025-04-28T17:44:37.260Z","repository":{"id":90626171,"uuid":"100576110","full_name":"naturomics/SCAN-tensorflow","owner":"naturomics","description":"A Tensorflow implementation of DeepMind's Symbol-Concept Association Network(SCAN: Learning Abstract Hierarchical Compositional Visual Concepts)","archived":false,"fork":false,"pushed_at":"2017-10-11T03:03:30.000Z","size":71,"stargazers_count":38,"open_issues_count":1,"forks_count":13,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-03-30T11:41:37.859Z","etag":null,"topics":["compositional-visual-concepts","scan","symbol-concept","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Python","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/naturomics.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2017-08-17T07:44:53.000Z","updated_at":"2025-01-23T05:48:51.000Z","dependencies_parsed_at":"2023-07-16T02:01:08.342Z","dependency_job_id":null,"html_url":"https://github.com/naturomics/SCAN-tensorflow","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/naturomics%2FSCAN-tensorflow","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/naturomics%2FSCAN-tensorflow/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/naturomics%2FSCAN-tensorflow/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/naturomics%2FSCAN-tensorflow/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/naturomics","download_url":"https://codeload.github.com/naturomics/SCAN-tensorflow/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251357865,"owners_count":21576784,"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":["compositional-visual-concepts","scan","symbol-concept","tensorflow"],"created_at":"2025-01-24T07:13:05.124Z","updated_at":"2025-04-28T17:44:37.241Z","avatar_url":"https://github.com/naturomics.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# SCAN in Tensorflow\n\n[![Gitter](https://img.shields.io/gitter/room/nwjs/nw.js.svg?style=plastic)](https://gitter.im/SCAN-Tensorflow/Lobby)\n[![Contributions welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=plastic)](CONTRIBUTING.md)\n[![License](https://img.shields.io/badge/license-Apache%202.0-blue.svg?style=plastic)](https://opensource.org/licenses/Apache-2.0)\n\nA Tensorflow implementation of DeepMind's Symbol-Concept Association Network ([SCAN: Learning Abstract Hierarchical Compositional Visual Concepts](https://arxiv.org/abs/1707.03389)).\n\nSCAN is a framework for learning concepts paired with visual primitived. By teaching logical operators to SCAN, it even can learn to imagine new concepts from logical operators. See [the paper](https://arxiv.org/abs/1707.03389) and [DeepMind blog](https://deepmind.com/blog/imagine-creating-new-visual-concepts-recombining-familiar-ones/) for more details.\n\n\u003cp align=\"center\"\u003e\n\t\u003cimg src=\"https://github.com/naturomics/SCAN-tensorflow/blob/master/assets/SCAN-model.png?raw=true\" alt=\"SCAN model architecture\"/\u003e\n\u003c/p\u003e\n\n# Usage\n\n## Prerequisites\n\n* Python 3.4\n* DeepMind Lab\n* [Tensorflow 1.2](https://github.com/tensorflow/tensorflow/tree/r1.2)\n\nThis is my configuration, other versions might work, too. If don't, let me know.\n\nIt is worth mentioning that [the origin DeepMind Lab repo](https://github.com/deepmind/lab) hasn't been updated for months, and it doesn't support python3. On the other hand, I'm used to work on my Gentoo Linux with Python3. In order to make it work, I have forked this repo to [my github](https://github.com/naturomics/lab) and make it Gentoo and python3 supportable. If you are also using an unsupported platform or environment, see [here](https://github.com/naturomics/lab) for details.\n\n## Instructions for runing\n```shell\n$ git clone https://github.com/naturomics/SCAN-tensorflow.git\n$ cd SCAN-tensorflow\n```\n\n```shell\n$ python main.py\n```\n\n# Results\n\n# Author\nNaturomics Liao - [@naturomics](https://github.com/naturomics)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnaturomics%2Fscan-tensorflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnaturomics%2Fscan-tensorflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnaturomics%2Fscan-tensorflow/lists"}