{"id":20812218,"url":"https://github.com/curegit/deep-descreen","last_synced_at":"2025-07-25T22:31:10.795Z","repository":{"id":135783686,"uuid":"211109815","full_name":"curegit/deep-descreen","owner":"curegit","description":"Neural network-based descreening filter for scanned Anime pictures","archived":false,"fork":false,"pushed_at":"2024-09-25T14:13:51.000Z","size":138877,"stargazers_count":1,"open_issues_count":1,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-07-25T02:08:39.628Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"agpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/curegit.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-09-26T14:31:11.000Z","updated_at":"2024-06-10T05:02:59.000Z","dependencies_parsed_at":null,"dependency_job_id":"df1390e6-3bb2-47ca-b76c-a6b0a48f69cc","html_url":"https://github.com/curegit/deep-descreen","commit_stats":null,"previous_names":["curegit/deep-descreen"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/curegit/deep-descreen","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/curegit%2Fdeep-descreen","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/curegit%2Fdeep-descreen/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/curegit%2Fdeep-descreen/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/curegit%2Fdeep-descreen/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/curegit","download_url":"https://codeload.github.com/curegit/deep-descreen/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/curegit%2Fdeep-descreen/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":267072689,"owners_count":24031430,"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","status":"online","status_checked_at":"2025-07-25T02:00:09.625Z","response_time":70,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":[],"created_at":"2024-11-17T20:51:18.088Z","updated_at":"2025-07-25T22:31:10.740Z","avatar_url":"https://github.com/curegit.png","language":"Python","readme":"# Anime Halftone Inversing\n\nCNN solution for scanning anime prints\n\nThis project is still WIP, and its codes are extremely rough.\nSo they might not work properly.\n\n## Aiming\n\nWhen you digitize paper-printed anime arts, you have to smooth halftone dots (because of offset printing).\nUsually, using filter-based methods (e.g. Gaussian blur) give undesired blurry results.\nThis project solves it by using CNN (Convolutional Neural Network) which convert dotted images into smooth image.\n\nHere are the provisional result and comparison to the baseline (Gaussian blur).\n\n![comparison](comparison.png)\n\n\n## Train\n\n###\n\n```\npython3 -m descreening.pitch.make JapanColor2011Coated.icc images pitch_dataset\n```\n\n### Select CUDA Device\n\nCUDA_VISIBLE_DEVICES\n\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcuregit%2Fdeep-descreen","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcuregit%2Fdeep-descreen","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcuregit%2Fdeep-descreen/lists"}