{"id":21327623,"url":"https://github.com/mostafa-wael/u-net-in-pytorch","last_synced_at":"2025-04-14T23:42:02.408Z","repository":{"id":164193574,"uuid":"639078964","full_name":"Mostafa-wael/U-Net-in-PyTorch","owner":"Mostafa-wael","description":"This is an implementation of the U-Net model from the paper, U-Net: Convolutional Networks for Biomedical Image Segmentation.","archived":false,"fork":false,"pushed_at":"2023-05-12T11:53:50.000Z","size":443,"stargazers_count":23,"open_issues_count":0,"forks_count":8,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-14T23:41:48.632Z","etag":null,"topics":["neural-networks","pytoch","semantic-segmentation","u-net","unet-pytorch"],"latest_commit_sha":null,"homepage":"https://mostafawael.medium.com/cook-your-first-u-net-in-pytorch-b3297a844cf3","language":"Jupyter Notebook","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/Mostafa-wael.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,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-05-10T18:02:40.000Z","updated_at":"2025-04-03T03:41:19.000Z","dependencies_parsed_at":null,"dependency_job_id":"cfcba3b4-e0d7-4756-9e0f-4ed9046c8688","html_url":"https://github.com/Mostafa-wael/U-Net-in-PyTorch","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/Mostafa-wael%2FU-Net-in-PyTorch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Mostafa-wael%2FU-Net-in-PyTorch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Mostafa-wael%2FU-Net-in-PyTorch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Mostafa-wael%2FU-Net-in-PyTorch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Mostafa-wael","download_url":"https://codeload.github.com/Mostafa-wael/U-Net-in-PyTorch/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248981257,"owners_count":21193143,"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":["neural-networks","pytoch","semantic-segmentation","u-net","unet-pytorch"],"created_at":"2024-11-21T21:18:34.459Z","updated_at":"2025-04-14T23:42:02.402Z","avatar_url":"https://github.com/Mostafa-wael.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# U-Net-in-PyTorch\nThis is an implementation of the U-Net model from the paper, [U-Net: Convolutional Networks for Biomedical Image Segmentation](https://papers.labml.ai/paper/1505.04597).\n\n## How does it work?\nU-Net is made up of a contracting path and an expanding path.\nThe contracting route is a series of convolutional layers and pooling layers that gradually diminish the resolution of the feature map.\nThe expansive route is a succession of up-sampling and convolutional layers that gradually enhance the resolution of the feature map.\n\nThe relevant feature map from the contracting path is concatenated with the current feature map at each step in the expansive path.\n\n## Architecture\n![image](https://github.com/Mostafa-wael/U-Net-in-PyTorch/assets/56788883/bf599396-011f-40d1-b053-f6d5f695a7d5)\n\n## Example output\nImage -\u003e Mask -\u003e Predicted Mask\n![download](https://github.com/Mostafa-wael/U-Net-in-PyTorch/assets/56788883/7ea799cb-2830-4841-a12b-fba6d60cbe04)\n\u003e\u003e Generated using this [test script](./test.py).\n\n## Implementation \nCheck the [attached notebook](./U_Net.ipynb) for implementation details. \n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmostafa-wael%2Fu-net-in-pytorch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmostafa-wael%2Fu-net-in-pytorch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmostafa-wael%2Fu-net-in-pytorch/lists"}