{"id":13497202,"url":"https://github.com/LeeJunHyun/Image_Segmentation","last_synced_at":"2025-03-28T21:32:06.062Z","repository":{"id":39917409,"uuid":"137727195","full_name":"LeeJunHyun/Image_Segmentation","owner":"LeeJunHyun","description":"Pytorch implementation of U-Net, R2U-Net, Attention U-Net, and Attention R2U-Net.","archived":false,"fork":false,"pushed_at":"2023-06-30T05:20:58.000Z","size":265,"stargazers_count":2862,"open_issues_count":5,"forks_count":614,"subscribers_count":23,"default_branch":"master","last_synced_at":"2025-03-24T00:19:59.177Z","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":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/LeeJunHyun.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}},"created_at":"2018-06-18T08:27:27.000Z","updated_at":"2025-03-23T14:20:38.000Z","dependencies_parsed_at":"2022-07-14T09:22:22.540Z","dependency_job_id":"494de9b1-ad23-4b3f-b6c7-8a52d07bd653","html_url":"https://github.com/LeeJunHyun/Image_Segmentation","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/LeeJunHyun%2FImage_Segmentation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LeeJunHyun%2FImage_Segmentation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LeeJunHyun%2FImage_Segmentation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/LeeJunHyun%2FImage_Segmentation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/LeeJunHyun","download_url":"https://codeload.github.com/LeeJunHyun/Image_Segmentation/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246105305,"owners_count":20724291,"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":"2024-07-31T20:00:26.533Z","updated_at":"2025-03-28T21:32:05.729Z","avatar_url":"https://github.com/LeeJunHyun.png","language":"Python","readme":"### pytorch Implementation of U-Net, R2U-Net, Attention U-Net, Attention R2U-Net\n\n**(This repository is no longer being updated)**\n\n**U-Net: Convolutional Networks for Biomedical Image Segmentation**\n\nhttps://arxiv.org/abs/1505.04597\n\n**Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation**\n\nhttps://arxiv.org/abs/1802.06955\n\n**Attention U-Net: Learning Where to Look for the Pancreas**\n\nhttps://arxiv.org/abs/1804.03999\n\n**Attention R2U-Net : Just integration of two recent advanced works (R2U-Net + Attention U-Net)**\n\n\n## U-Net\n![U-Net](/img/U-Net.png)\n\n\n## R2U-Net\n![R2U-Net](/img/R2U-Net.png)\n\n## Attention U-Net\n![AttU-Net](/img/AttU-Net.png)\n\n## Attention R2U-Net\n![AttR2U-Net](/img/AttR2U-Net.png)\n\n## Evaluation\nwe just test the models with [ISIC 2018 dataset](https://challenge2018.isic-archive.com/task1/training/). The dataset was split into three subsets, training set, validation set, and test set, which the proportion is 70%, 10% and 20% of the whole dataset, respectively. The entire dataset contains 2594 images where 1815 images were used\nfor training, 259 for validation and 520 for testing models.\n\n![evaluation](/img/Evaluation.png)\n","funding_links":[],"categories":["SemanticSeg","General","Python"],"sub_categories":["Packages"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FLeeJunHyun%2FImage_Segmentation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FLeeJunHyun%2FImage_Segmentation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FLeeJunHyun%2FImage_Segmentation/lists"}