{"id":23078336,"url":"https://github.com/affromero/fcn","last_synced_at":"2025-08-15T19:33:23.900Z","repository":{"id":43248032,"uuid":"190116089","full_name":"affromero/FCN","owner":"affromero","description":"PyTorch Implementation of Fully Convolutional Networks, for VGG and ResNet backbones. ","archived":false,"fork":false,"pushed_at":"2022-11-22T03:52:11.000Z","size":912,"stargazers_count":16,"open_issues_count":3,"forks_count":14,"subscribers_count":0,"default_branch":"master","last_synced_at":"2023-03-02T21:32:59.304Z","etag":null,"topics":["fcn","fully-convolutional-networks","pytorch","pytorch-implementation","pytorch-tutorial"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/affromero.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}},"created_at":"2019-06-04T02:37:48.000Z","updated_at":"2023-01-24T18:04:01.000Z","dependencies_parsed_at":"2023-01-22T23:45:43.868Z","dependency_job_id":null,"html_url":"https://github.com/affromero/FCN","commit_stats":null,"previous_names":[],"tags_count":null,"template":null,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/affromero%2FFCN","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/affromero%2FFCN/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/affromero%2FFCN/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/affromero%2FFCN/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/affromero","download_url":"https://codeload.github.com/affromero/FCN/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":229948933,"owners_count":18149571,"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":["fcn","fully-convolutional-networks","pytorch","pytorch-implementation","pytorch-tutorial"],"created_at":"2024-12-16T10:53:28.546Z","updated_at":"2024-12-16T10:53:29.192Z","avatar_url":"https://github.com/affromero.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# FCN\n\nPyTorch implementation of [Fully Convolutional Networks](https://github.com/shelhamer/fcn.berkeleyvision.org), for VGG and RESNET backbones.\n\n\u003cimg src=\"imgs/4.png\" width=\"425\"/\u003e \u003cimg src=\"imgs/5.png\" width=\"425\"/\u003e \n\n## Requirements\n\n- [pytorch](https://github.com/pytorch/pytorch) \u003e= 1.1.0\n- [torchvision](https://github.com/pytorch/vision) \u003e= 0.3.0\n- [fcn](https://github.com/wkentaro/fcn)\n- [Jupyter Notebook](https://jupyter.org/)\n\n`pip install -r requirements.txt`\n\n## Data\n`sh download_dataset.sh` will download the PascalVOC dataset inside **data** folder. \n\n## Training\n\n`python main.py --gpu_id=0 --backbone=vgg --fcn=32s --root_dataset=./data/Pascal_VOC --mode=train`\n- **backbone**: vgg or resnet [*vgg default*].\n- **fcn**: 32s, 16s, 8s for vgg, and 101, 50 for resnet [*32s default*].\n- **mode**: train, val, demo [*train default*].\n- **gpu_id**: [*-1 default* (cpu)].\n- **resume**: For *val* and *demo*, if no resume path is given, code will use original FCN pre-trained weights.\n\n### Acknowledgement\nThis repo is built upon [wkentaro](https://github.com/wkentaro/pytorch-fcn)'s code and some snippets can be just a mirror.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faffromero%2Ffcn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faffromero%2Ffcn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faffromero%2Ffcn/lists"}