{"id":15493494,"url":"https://github.com/sinclairzx81/neuron-render","last_synced_at":"2025-04-22T20:11:33.213Z","repository":{"id":66034997,"uuid":"101298973","full_name":"sinclairzx81/neuron-render","owner":"sinclairzx81","description":"An experiment using neural networks to approximate various stages of graphics pipeline for the purpose of creating interesting things.","archived":false,"fork":false,"pushed_at":"2017-08-25T01:56:25.000Z","size":238,"stargazers_count":5,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-10-19T11:12:27.110Z","etag":null,"topics":["experiments","graphics-pipeline","neural-network"],"latest_commit_sha":null,"homepage":null,"language":"TypeScript","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/sinclairzx81.png","metadata":{"files":{"readme":"readme.md","changelog":null,"contributing":null,"funding":null,"license":"license.md","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":"2017-08-24T13:39:55.000Z","updated_at":"2023-09-08T17:29:05.000Z","dependencies_parsed_at":null,"dependency_job_id":"226adfe3-31cd-4770-af61-cddb20646ecd","html_url":"https://github.com/sinclairzx81/neuron-render","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/sinclairzx81%2Fneuron-render","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sinclairzx81%2Fneuron-render/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sinclairzx81%2Fneuron-render/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sinclairzx81%2Fneuron-render/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sinclairzx81","download_url":"https://codeload.github.com/sinclairzx81/neuron-render/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250316042,"owners_count":21410475,"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":["experiments","graphics-pipeline","neural-network"],"created_at":"2024-10-02T08:07:21.526Z","updated_at":"2025-04-22T20:11:33.204Z","avatar_url":"https://github.com/sinclairzx81.png","language":"TypeScript","funding_links":[],"categories":[],"sub_categories":[],"readme":"### neuron-render\n\nAn experiment using neural networks to approximate various stages of graphics pipeline for the purpose of creating interesting things. [demo](https://sinclairzx81.github.io/neuron-render/)\n\n### overview\n\nneuron-render is a small experiment to play around with replacing various stages of a graphics pipeline with a neural network. The idea for this project was simply to see where and how a neural network could be applied to a traditional graphics pipeline, and ultimately what interesting effects could be created once applied. The project is written in typescript and is designed to run browsers (using canvas).\n\nthis project currently implements a network for v4 -\u003e v2 screen space projections (in clipspace) (post vertex shader, pre rasterization), where the network is trained by observing a typical x/z, y/z projection. the network uses tanh (-1, 1) activation end to end.\n\nThis project is offered for anyone who finds it useful or interesting.\n\n### building the project\n\nYou can start a development environment by running the following from the project root. The following will start a http server on ```http://localhost:5000```.\n\n```\nnpm start\n```\n\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsinclairzx81%2Fneuron-render","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsinclairzx81%2Fneuron-render","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsinclairzx81%2Fneuron-render/lists"}