{"id":19020742,"url":"https://github.com/librauee/emojis","last_synced_at":"2025-04-23T07:03:13.604Z","repository":{"id":107434664,"uuid":"230266878","full_name":"librauee/Emojis","owner":"librauee","description":"Simple  cluster  of emojis, using machine learning and deep learning.","archived":false,"fork":false,"pushed_at":"2020-03-20T11:26:51.000Z","size":3811,"stargazers_count":13,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-17T22:09:06.266Z","etag":null,"topics":["deep-learning","machine-learning"],"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/librauee.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-12-26T13:14:43.000Z","updated_at":"2023-01-26T13:30:45.000Z","dependencies_parsed_at":"2023-05-17T11:30:22.372Z","dependency_job_id":null,"html_url":"https://github.com/librauee/Emojis","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/librauee%2FEmojis","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/librauee%2FEmojis/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/librauee%2FEmojis/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/librauee%2FEmojis/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/librauee","download_url":"https://codeload.github.com/librauee/Emojis/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250386749,"owners_count":21422028,"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":["deep-learning","machine-learning"],"created_at":"2024-11-08T20:18:30.107Z","updated_at":"2025-04-23T07:03:13.581Z","avatar_url":"https://github.com/librauee.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Emojis\nSimple cluster of emojis, using machine learning,deep learning.\n\n* 机器学习课程作业（自命题）\n\n* 利用深度学习神经网络模型提取图片特征，以及机器学习聚类算法做特征的聚类\n\n## Overview\n\n整个工程可以分为三个模块:\n\n* 第一个模块是网络爬虫部分，在知乎的表情包相关问答中爬取了 50655 张表情包，这里我采用了一个简单的分布式爬虫，爬取\n表情包的链接与通过链接下载图片这两个过程同步进行，下载这一部分利用了多线程进行下载的加速，另外还包含一些简单的数据预处理的过程;\n* 第二个模块是特征提取部分，利用 Inception v3 已经训练好的网络结构，对表情包做特征提取;\n* 第三个模块是表情包聚类部分，利用 K-means 算法做表情包的聚类。\n\n![流程图](https://github.com/librauee/Emojis/blob/master/flow.jpg)\n\n## Result\n\n![result1](https://github.com/librauee/Emojis/blob/master/1.jpg)\n![result2](https://github.com/librauee/Emojis/blob/master/2.jpg)\n\n\n[More](https://mp.weixin.qq.com/s/cS3BAt6Ej7qp22OttUxF4w)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flibrauee%2Femojis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flibrauee%2Femojis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flibrauee%2Femojis/lists"}