{"id":13716385,"url":"https://github.com/ZijunDeng/pytorch-semantic-segmentation","last_synced_at":"2025-05-07T05:32:56.362Z","repository":{"id":43730604,"uuid":"93135701","full_name":"zijundeng/pytorch-semantic-segmentation","owner":"zijundeng","description":"PyTorch for Semantic Segmentation","archived":false,"fork":false,"pushed_at":"2019-10-25T09:05:41.000Z","size":1630,"stargazers_count":1724,"open_issues_count":49,"forks_count":393,"subscribers_count":41,"default_branch":"master","last_synced_at":"2024-11-14T04:34:45.352Z","etag":null,"topics":["deep-learning","fully-convolutional-networks","pytorch","semantic-segmentation"],"latest_commit_sha":null,"homepage":"","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/zijundeng.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":"2017-06-02T06:45:33.000Z","updated_at":"2024-10-30T12:54:16.000Z","dependencies_parsed_at":"2022-08-23T21:50:39.720Z","dependency_job_id":null,"html_url":"https://github.com/zijundeng/pytorch-semantic-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/zijundeng%2Fpytorch-semantic-segmentation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zijundeng%2Fpytorch-semantic-segmentation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zijundeng%2Fpytorch-semantic-segmentation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zijundeng%2Fpytorch-semantic-segmentation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zijundeng","download_url":"https://codeload.github.com/zijundeng/pytorch-semantic-segmentation/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252823376,"owners_count":21809704,"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","fully-convolutional-networks","pytorch","semantic-segmentation"],"created_at":"2024-08-03T00:01:09.937Z","updated_at":"2025-05-07T05:32:55.758Z","avatar_url":"https://github.com/zijundeng.png","language":"Python","funding_links":[],"categories":["Pytorch \u0026 related libraries｜Pytorch \u0026 相关库","Pytorch \u0026 related libraries","Model Deployment library"],"sub_categories":["CV｜计算机视觉:","CV:","PyTorch \u003ca name=\"pytorch\"/\u003e"],"readme":"# PyTorch for Semantic Segmentation\nThis repository contains some models for semantic segmentation and the pipeline of training and testing models, \nimplemented in PyTorch\n\n## Models\n1. Vanilla FCN: FCN32, FCN16, FCN8, in the versions of VGG, ResNet and DenseNet respectively\n([Fully convolutional networks for semantic segmentation](http://www.cv-foundation.org/openaccess/content_cvpr_2015/papers/Long_Fully_Convolutional_Networks_2015_CVPR_paper.pdf))\n2. U-Net ([U-net: Convolutional networks for biomedical image segmentation](https://arxiv.org/pdf/1505.04597))\n3. SegNet ([Segnet: A deep convolutional encoder-decoder architecture for image segmentation](https://arxiv.org/pdf/1511.00561))\n4. PSPNet ([Pyramid scene parsing network](https://arxiv.org/pdf/1612.01105))\n5. GCN ([Large Kernel Matters](https://arxiv.org/pdf/1703.02719))\n6. DUC, HDC ([understanding convolution for semantic segmentation](https://arxiv.org/pdf/1702.08502.pdf))\n\n## Requirement\n1. PyTorch 0.2.0\n2. TensorBoard for PyTorch. [Here](https://github.com/lanpa/tensorboard-pytorch)  to install\n3. Some other libraries (find what you miss when running the code :-P)\n\n## Preparation\n1. Go to *models* directory and set the path of pretrained models in *config.py*\n2. Go to *datasets* directory and do following the README\n\n## TODO\n1. DeepLab v3\n2. RefineNet\n3. More dataset (e.g. ADE)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FZijunDeng%2Fpytorch-semantic-segmentation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FZijunDeng%2Fpytorch-semantic-segmentation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FZijunDeng%2Fpytorch-semantic-segmentation/lists"}