{"id":23021728,"url":"https://github.com/vinothpandian/akin-generator","last_synced_at":"2025-08-14T09:33:07.876Z","repository":{"id":39723566,"uuid":"326619126","full_name":"vinothpandian/akin-generator","owner":"vinothpandian","description":"UI wireframe generator that uses a SAGAN model to generate a UI wireframe for a given UI design pattern","archived":false,"fork":false,"pushed_at":"2024-02-25T17:17:50.000Z","size":632,"stargazers_count":7,"open_issues_count":7,"forks_count":2,"subscribers_count":3,"default_branch":"main","last_synced_at":"2024-04-14T13:01:33.097Z","etag":null,"topics":["deep-learning","gan","generative-adversarial-network","tensorflow","ui-generation","wireframe-generation"],"latest_commit_sha":null,"homepage":"","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/vinothpandian.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":"2021-01-04T08:36:26.000Z","updated_at":"2024-04-14T13:01:33.097Z","dependencies_parsed_at":"2023-02-08T03:30:29.017Z","dependency_job_id":null,"html_url":"https://github.com/vinothpandian/akin-generator","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/vinothpandian%2Fakin-generator","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vinothpandian%2Fakin-generator/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vinothpandian%2Fakin-generator/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vinothpandian%2Fakin-generator/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vinothpandian","download_url":"https://codeload.github.com/vinothpandian/akin-generator/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":229816481,"owners_count":18128580,"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","gan","generative-adversarial-network","tensorflow","ui-generation","wireframe-generation"],"created_at":"2024-12-15T12:18:57.712Z","updated_at":"2024-12-15T12:18:57.842Z","avatar_url":"https://github.com/vinothpandian.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003ch1 align=\"center\"\u003eAkin: Generating UI Wireframes From UI Design Patterns Using Deep Learning\u003c/h1\u003e\n\u003cp align=\"center\"\u003e\n  \u003cimg alt=\"Version\" src=\"https://img.shields.io/badge/version-1.0.0-blue.svg?cacheSeconds=2592000\" /\u003e\n  \u003ca href=\"https://api.metamorph.designwitheve.com/docs/\" target=\"_blank\"\u003e\n    \u003cimg alt=\"Documentation\" src=\"https://img.shields.io/badge/documentation-yes-brightgreen.svg\" /\u003e\n  \u003c/a\u003e\n  \u003ca href=\"#\" target=\"_blank\"\u003e\n    \u003cimg alt=\"License: MIT\" src=\"https://img.shields.io/badge/License-MIT-yellow.svg\" /\u003e\n  \u003c/a\u003e\n  \u003cbr/\u003e\n  \u003ca href=\"#\" target=\"_blank\"\u003e\n    \u003cimg alt=\"Python: 3.7\" src=\"https://img.shields.io/badge/Python-3.7-important\" /\u003e\n  \u003c/a\u003e\n  \u003ca href=\"#\" target=\"_blank\"\u003e\n    \u003cimg alt=\"Dependency: Tensorflow 2.1\" src=\"https://img.shields.io/badge/Tensorflow-2.1-important\" /\u003e\n  \u003c/a\u003e\n  \u003cbr/\u003e\n  \u003cbr/\u003e\n  \u003cbr/\u003e\n\u003c/p\u003e\n\n\u003e Akin is a UI wireframe generator that allows designers to chose a UI design pattern and provides them with multiple UI wireframes for a given UI design pattern. Akin uses a fine-tuned Self-Attention Generative Adversarial Network trained with 500 UI wireframes of 5 android UI design patterns\n\n---\n\n## Dataset\n\nAkin uses a manually annotated subset of RICO dataset\n\n- [Dataset with annotations and semantic images](https://blackbox-toolkit.s3.us-east-2.amazonaws.com/datasets/Akin_SAGAN_500.tar.gz)\n\n---\n\n## Setup and usage\n\nAkin uses Python 3.7 and Tensorflow 2.1.\n\nTo install and retrain Akin, follow the steps below\n\n- Download and extract the dataset to the `data/train` directory\n\n  - [Dataset with annotations and semantic images](https://blackbox-toolkit.s3.us-east-2.amazonaws.com/datasets/Akin_SAGAN_500.tar.gz)\n\n- Download the following files to the `models/` directory\n\n  - [Akin trained checkpoint](https://blackbox-toolkit.s3.us-east-2.amazonaws.com/models/akin_checkpoints.tar.gz)\n\n- Install dependencies\n\n  ```sh\n  pip install -r requirements.txt\n  ```\n\n- To train run\n  ```sh\n  python main.py --train\n  ```\n\n---\n\n## Authors\n\n👤 **Nishit Gajjar**\n\n- Github: [@nishit](https://github.com/nishit727)\n- LinkedIn: [@nishit](https://www.linkedin.com/in/nishit-gajjar-6354a172/)\n\n👤 **Vinoth Pandian**\n\n- Website: [vinoth.info](https://vinoth.info)\n- Github: [@vinothpandian](https://github.com/vinothpandian)\n- LinkedIn: [@vinothpandian](https://linkedin.com/in/vinothpandian)\n\n---\n\n## Thanks to\n\n- [Leafinity](https://github.com/leafinity): Code based on their implementation of [SAGAN](https://github.com/leafinity/SAGAN-tensorflow2.0)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvinothpandian%2Fakin-generator","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvinothpandian%2Fakin-generator","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvinothpandian%2Fakin-generator/lists"}