{"id":20580610,"url":"https://github.com/pmhalvor/sea-ice-enhancement","last_synced_at":"2026-03-10T06:04:25.638Z","repository":{"id":261700801,"uuid":"885072406","full_name":"pmhalvor/sea-ice-enhancement","owner":"pmhalvor","description":"ML pipeline to augment high-resolution SIC data to low resolution training inputs to fine tune a SIC super-resolution model","archived":false,"fork":false,"pushed_at":"2024-11-07T23:38:48.000Z","size":16,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-06T11:51:26.047Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Makefile","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/pmhalvor.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}},"created_at":"2024-11-07T22:47:51.000Z","updated_at":"2024-11-07T23:38:51.000Z","dependencies_parsed_at":"2024-11-08T00:28:16.597Z","dependency_job_id":"922af4a5-d1fc-44d4-8f6c-62583d4bed1b","html_url":"https://github.com/pmhalvor/sea-ice-enhancement","commit_stats":null,"previous_names":["pmhalvor/sea-ice-enhancement"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/pmhalvor/sea-ice-enhancement","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pmhalvor%2Fsea-ice-enhancement","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pmhalvor%2Fsea-ice-enhancement/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pmhalvor%2Fsea-ice-enhancement/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pmhalvor%2Fsea-ice-enhancement/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pmhalvor","download_url":"https://codeload.github.com/pmhalvor/sea-ice-enhancement/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pmhalvor%2Fsea-ice-enhancement/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30326878,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-10T05:25:20.737Z","status":"ssl_error","status_checked_at":"2026-03-10T05:25:17.430Z","response_time":106,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":"2024-11-16T06:24:33.236Z","updated_at":"2026-03-10T06:04:25.611Z","avatar_url":"https://github.com/pmhalvor.png","language":"Makefile","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🌊❄️🔍 Sea Ice Enhancement (SIC-SR)\nML pipeline to augment high-resolution sea ice contentraction (SIC) data to low resolution training inputs to then fine tune a SIC super-resolution model. \n\n# Goal \nTake high resolution SIC data, corrupt it, then train a model to recover the original high resolution data.\nBefore augmenting the HR data, we need to define and isolate land mass masks. These areas, including their borders, should not be augmented.\n\n## Augmentation techniques\n* Mean filter convolution\n* Gaussian noise convolution\n* “Sharpen” (sigmoid filter or similar to emphasize extremes)\n* Any random combination of the above \n    * Select number between 0 and 1\n    * If number within threshold for that augmentation, apply it with number as parameter\n\n## Data\n* NSIDC data: https://nsidc.org/data/search#keywords=sea+ice/sortKeys=scoredesc/facetFilters=%257B%257D/pageNumber=1/itemsPerPage=25\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpmhalvor%2Fsea-ice-enhancement","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpmhalvor%2Fsea-ice-enhancement","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpmhalvor%2Fsea-ice-enhancement/lists"}