{"id":27021846,"url":"https://github.com/fel-thomas/simple_unet","last_synced_at":"2025-04-04T19:54:45.225Z","repository":{"id":73710549,"uuid":"236581222","full_name":"fel-thomas/simple_unet","owner":"fel-thomas","description":"Simple Unet implementation to copy paste","archived":false,"fork":false,"pushed_at":"2020-02-02T20:32:25.000Z","size":123,"stargazers_count":7,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-01-29T17:06:41.098Z","etag":null,"topics":["deep-learning","image-segmentation","machine-learning","python","satellite-imagery","tensorflow","u-net","unet"],"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/fel-thomas.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":"2020-01-27T19:59:07.000Z","updated_at":"2023-12-06T03:27:17.000Z","dependencies_parsed_at":"2023-05-01T02:32:29.351Z","dependency_job_id":null,"html_url":"https://github.com/fel-thomas/simple_unet","commit_stats":{"total_commits":7,"total_committers":1,"mean_commits":7.0,"dds":0.0,"last_synced_commit":"03c2aecbc56c071ee1e5872bc695eb6f7441abea"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fel-thomas%2Fsimple_unet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fel-thomas%2Fsimple_unet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fel-thomas%2Fsimple_unet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fel-thomas%2Fsimple_unet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/fel-thomas","download_url":"https://codeload.github.com/fel-thomas/simple_unet/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247242653,"owners_count":20907130,"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":["deep-learning","image-segmentation","machine-learning","python","satellite-imagery","tensorflow","u-net","unet"],"created_at":"2025-04-04T19:54:44.452Z","updated_at":"2025-04-04T19:54:45.218Z","avatar_url":"https://github.com/fel-thomas.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e\n  \u003ch1\u003e\n    Unet to copy paste\n  \u003c/h1\u003e\n\u003c/div\u003e\n\nSimple implementation of Unet top copy paste, using Keras and Tensorflow (2.X).\nThe implementation is offered in two forms : plain file and as a function.\n\nOriginal paper [U-Net: Convolutional Networks for Biomedical Image Segmentation](https://arxiv.org/abs/1505.04597).\n\n![Example of Unet architecture](assets/unet_example.png)\n\n---\n## Quick Start\n\n```python\nmodel = build_Unet(input_shape=(128, 128, 3), output_channels=1, depth=4)\nmodel.summary()\n```\n### Dependencies\n\n* Tensorflow (2.X)\n\nYou need Python 3.5 or later.\n\n\n## Acknowledgements\n\n-   [@tensorflow](https://github.com/tensorflow/tensorflow)\n-   [@keras](https://github.com/keras-team/keras)\n```\n\"U-Net: Convolutional Networks for Biomedical Image Segmentation.\"\nOlaf Ronneberger, Philipp Fischer, and Thomas Brox\narXiv preprint arXiv:1505. 04597, 2015.\n```\n\n🖐 Thomas FEL, 2020\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffel-thomas%2Fsimple_unet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffel-thomas%2Fsimple_unet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffel-thomas%2Fsimple_unet/lists"}