{"id":18423720,"url":"https://github.com/jejjohnson/nerf4ssh","last_synced_at":"2026-03-19T04:19:21.977Z","repository":{"id":192552079,"uuid":"654502783","full_name":"jejjohnson/nerf4ssh","owner":"jejjohnson","description":"Neural Fields for Sea Surface Height Interpolation.","archived":false,"fork":false,"pushed_at":"2023-11-17T17:11:58.000Z","size":28498,"stargazers_count":1,"open_issues_count":2,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-04-13T16:46:18.689Z","etag":null,"topics":["fourier-features","interpolation","machine-learning","neural-fields","oceanography","sea-surface-height","siren"],"latest_commit_sha":null,"homepage":"https://jejjohnson.github.io/nerf4ssh/","language":null,"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/jejjohnson.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}},"created_at":"2023-06-16T09:12:40.000Z","updated_at":"2023-06-16T16:01:59.000Z","dependencies_parsed_at":null,"dependency_job_id":"230f04a8-e9dd-4ea6-aea9-8484ce6f4df0","html_url":"https://github.com/jejjohnson/nerf4ssh","commit_stats":{"total_commits":2,"total_committers":1,"mean_commits":2.0,"dds":0.0,"last_synced_commit":"e4369940400706a0ef61aad1a6b947381acc54fb"},"previous_names":["jejjohnson/nerf4ssh"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/jejjohnson/nerf4ssh","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jejjohnson%2Fnerf4ssh","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jejjohnson%2Fnerf4ssh/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jejjohnson%2Fnerf4ssh/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jejjohnson%2Fnerf4ssh/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jejjohnson","download_url":"https://codeload.github.com/jejjohnson/nerf4ssh/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jejjohnson%2Fnerf4ssh/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28677962,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-23T01:00:35.747Z","status":"online","status_checked_at":"2026-01-23T02:00:08.296Z","response_time":59,"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":["fourier-features","interpolation","machine-learning","neural-fields","oceanography","sea-surface-height","siren"],"created_at":"2024-11-06T04:38:28.015Z","updated_at":"2026-01-23T02:19:05.016Z","avatar_url":"https://github.com/jejjohnson.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Neural Fields for Sea Surface Height Interpolation\n\n**WARNING**: This repo is WIP and is being constructed now. Stay Tuned!\n\nMy experiments involving sea surface height (SSH) interpolation using coordinate-based neural networks, i.e. Neural Fields (NerFs).\n\n\n## Installation\n\n\n### `conda` - Recommended\n\n```bash\ngit clone https://github.com/jejjohnson/nerf4ssh.git\ncd nerf4ssh\nmamba env create -f environments/linux.yaml\n```\n\n\n## External Packages\n\nI use quite a few of external packages that I've relegated to their own repo.\n\n**Neural Fields** - This package has all of the NerF algorithms I use for the experiments.\n\n```bash\npip install \"git+https://github.com/jejjohnson/eqx-nerf.git\"\n```\n\n**Trainer** - This package has the NN Trainer and logging that I use for this experiment.\n\n```bash\npip install \"git+https://github.com/jejjohnson/eqx-trainer.git\"\n```\n\n\n**OceanBench** - This package has the datasets and metrics that I use for this paper.\n\n```bash\nbrew install g++ cmake eigen boost gsl\npip install \"git+https://github.com/jejjohnson/oceanbench.git\"\n```\n\n## Citations\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjejjohnson%2Fnerf4ssh","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjejjohnson%2Fnerf4ssh","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjejjohnson%2Fnerf4ssh/lists"}