{"id":18276266,"url":"https://github.com/hilab-git/dca-net","last_synced_at":"2025-04-05T03:31:27.764Z","repository":{"id":108580431,"uuid":"384375971","full_name":"HiLab-git/DCA-Net","owner":"HiLab-git","description":null,"archived":false,"fork":false,"pushed_at":"2024-05-19T12:47:49.000Z","size":58860,"stargazers_count":9,"open_issues_count":3,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-20T21:38:54.786Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","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/HiLab-git.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}},"created_at":"2021-07-09T08:42:38.000Z","updated_at":"2024-11-12T06:07:09.000Z","dependencies_parsed_at":"2023-03-14T23:30:45.003Z","dependency_job_id":null,"html_url":"https://github.com/HiLab-git/DCA-Net","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/HiLab-git%2FDCA-Net","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/HiLab-git%2FDCA-Net/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/HiLab-git%2FDCA-Net/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/HiLab-git%2FDCA-Net/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/HiLab-git","download_url":"https://codeload.github.com/HiLab-git/DCA-Net/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247284911,"owners_count":20913691,"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":[],"created_at":"2024-11-05T12:15:36.397Z","updated_at":"2025-04-05T03:31:22.738Z","avatar_url":"https://github.com/HiLab-git.png","language":"Python","readme":"# Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation\nPytorch implementation of our 'Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation', which is accepted in MICCAI 2021.\n\n## Usage\n\n### 1. Training StyleGAN\nStyleGAN was implemented by following (https://github.com/NVlabs/stylegan2-ada-pytorch), and it was trained for each domain respectively, as `image_gan`.\n\n### 2. Prepare Dataset.\nPrepare the following files: `image`, `label`, `image_gan`.\n```\n ├── images\n ├── label\n └── image_gan\n```\n### 3. Train the model.\n1) Modify the configuration settings in settings.ini according to your requirements.\n2) Run the training script:\n```python\npython train_multi_fundus.py\n```\n### 4. Test the model.\n1) Not using TTFA test model.\n```python\npython test_multi_fundus.py\n```\n2) Using TTFA test models.\n```python\npython test_multi_fundus_ttfa.py\n```\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhilab-git%2Fdca-net","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhilab-git%2Fdca-net","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhilab-git%2Fdca-net/lists"}