{"id":28496483,"url":"https://github.com/linesd/pytorch-fcn","last_synced_at":"2025-08-09T07:17:41.352Z","repository":{"id":294941300,"uuid":"241402828","full_name":"linesd/pytorch-fcn","owner":"linesd","description":null,"archived":false,"fork":false,"pushed_at":"2020-02-19T00:18:05.000Z","size":721,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-06-08T12:38:10.484Z","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":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/linesd.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,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2020-02-18T15:54:55.000Z","updated_at":"2020-02-19T00:18:07.000Z","dependencies_parsed_at":"2025-05-26T04:45:25.521Z","dependency_job_id":null,"html_url":"https://github.com/linesd/pytorch-fcn","commit_stats":null,"previous_names":["linesd/pytorch-fcn"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/linesd/pytorch-fcn","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/linesd%2Fpytorch-fcn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/linesd%2Fpytorch-fcn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/linesd%2Fpytorch-fcn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/linesd%2Fpytorch-fcn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/linesd","download_url":"https://codeload.github.com/linesd/pytorch-fcn/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/linesd%2Fpytorch-fcn/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":263210177,"owners_count":23431070,"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":"2025-06-08T12:30:27.481Z","updated_at":"2025-07-02T20:31:31.125Z","avatar_url":"https://github.com/linesd.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# pytorch-fcn\n\n[![PyPI Version](https://img.shields.io/pypi/v/torchfcn.svg)](https://pypi.python.org/pypi/torchfcn)\n[![Python Versions](https://img.shields.io/pypi/pyversions/torchfcn.svg)](https://pypi.org/project/torchfcn)\n[![GitHub Actions](https://github.com/wkentaro/pytorch-fcn/workflows/CI/badge.svg)](https://github.com/wkentaro/pytorch-fcn/actions)\n\nPyTorch implementation of [Fully Convolutional Networks](https://github.com/shelhamer/fcn.berkeleyvision.org).\n\n\n## Requirements\n\n- [pytorch](https://github.com/pytorch/pytorch) \u003e= 0.2.0\n- [torchvision](https://github.com/pytorch/vision) \u003e= 0.1.8\n- [fcn](https://github.com/wkentaro/fcn) \u003e= 6.1.5\n- [Pillow](https://github.com/python-pillow/Pillow)\n- [scipy](https://github.com/scipy/scipy)\n- [tqdm](https://github.com/tqdm/tqdm)\n\n\n## Installation\n\n```bash\ngit clone https://github.com/wkentaro/pytorch-fcn.git\ncd pytorch-fcn\npip install .\n\n# or\n\npip install torchfcn\n```\n\n\n## Training\n\nSee [VOC example](examples/voc).\n\n\n## Accuracy\n\nAt `10fdec9`.\n\n| Model | Implementation |   epoch |   iteration | Mean IU | Pretrained Model |\n|:-----:|:--------------:|:-------:|:-----------:|:-------:|:----------------:|\n|FCN32s      | [Original](https://github.com/shelhamer/fcn.berkeleyvision.org/tree/master/voc-fcn32s)       | - | -     | **63.63** | [Download](https://github.com/wkentaro/pytorch-fcn/blob/63bc2c5bf02633f08d0847bb2dbd0b2f90034837/torchfcn/models/fcn32s.py#L31-L37) |\n|FCN32s      | Ours                                                                                         |11 | 96000 | 62.84 | |\n|FCN16s      | [Original](https://github.com/shelhamer/fcn.berkeleyvision.org/tree/master/voc-fcn16s)       | - | -     | **65.01** | [Download](https://github.com/wkentaro/pytorch-fcn/blob/63bc2c5bf02633f08d0847bb2dbd0b2f90034837/torchfcn/models/fcn16s.py#L14-L20) |\n|FCN16s      | Ours                                                                                         |11 | 96000 | 64.91 | |\n|FCN8s       | [Original](https://github.com/shelhamer/fcn.berkeleyvision.org/tree/master/voc-fcn8s)        | - | -     | **65.51** | [Download](https://github.com/wkentaro/pytorch-fcn/blob/63bc2c5bf02633f08d0847bb2dbd0b2f90034837/torchfcn/models/fcn8s.py#L14-L20) |\n|FCN8s       | Ours                                                                                         | 7 | 60000 | 65.49 | |\n|FCN8sAtOnce | [Original](https://github.com/shelhamer/fcn.berkeleyvision.org/tree/master/voc-fcn8s-atonce) | - | -     | **65.40** | [Download](https://github.com/wkentaro/pytorch-fcn/blob/63bc2c5bf02633f08d0847bb2dbd0b2f90034837/torchfcn/models/fcn8s.py#L177-L183) |\n|FCN8sAtOnce | Ours                                                                                         |11 | 96000 | 64.74 | |\n\n\u003cimg src=\".readme/fcn8s_iter28000.jpg\" width=\"50%\" /\u003e\nVisualization of validation result of FCN8s.\n\n\n## Cite This Project\n\nIf you use this project in your research or wish to refer to the baseline results published in the README, please use the following BibTeX entry.\n\n```bash\n@misc{pytorch-fcn2017,\n  author =       {Ketaro Wada},\n  title =        {{pytorch-fcn: PyTorch Implementation of Fully Convolutional Networks}},\n  howpublished = {\\url{https://github.com/wkentaro/pytorch-fcn}},\n  year =         {2017}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flinesd%2Fpytorch-fcn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flinesd%2Fpytorch-fcn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flinesd%2Fpytorch-fcn/lists"}