{"id":21575089,"url":"https://github.com/j911/deeplabv3plus-for-beginners","last_synced_at":"2025-04-10T16:34:13.041Z","repository":{"id":94423641,"uuid":"233031000","full_name":"J911/DeepLabV3Plus-for-Beginners","owner":"J911","description":"DeepLabV3Plus for Beginners in Cityscapes Dataset","archived":false,"fork":false,"pushed_at":"2020-01-30T02:52:06.000Z","size":95,"stargazers_count":22,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-24T14:21:21.220Z","etag":null,"topics":["cityscapes","deeplabv3plus","pytorch","segmentation"],"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/J911.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-01-10T11:15:04.000Z","updated_at":"2025-01-16T09:41:01.000Z","dependencies_parsed_at":"2023-05-17T23:30:48.308Z","dependency_job_id":null,"html_url":"https://github.com/J911/DeepLabV3Plus-for-Beginners","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/J911%2FDeepLabV3Plus-for-Beginners","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/J911%2FDeepLabV3Plus-for-Beginners/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/J911%2FDeepLabV3Plus-for-Beginners/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/J911%2FDeepLabV3Plus-for-Beginners/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/J911","download_url":"https://codeload.github.com/J911/DeepLabV3Plus-for-Beginners/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248252724,"owners_count":21072701,"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":["cityscapes","deeplabv3plus","pytorch","segmentation"],"created_at":"2024-11-24T12:12:15.450Z","updated_at":"2025-04-10T16:34:13.033Z","avatar_url":"https://github.com/J911.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# DeepLabV3Plus for Beginners\nEncoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation\n\n\u003e simple version(w/o inplace_abn) is [here](https://github.com/J911/DeepLabV3Plus-for-Beginners/tree/without_inplace_abn)\n\n## Support \u0026 Requirements\n- pytorch \u003e= 1.1.0\n- tensorboardX\n- CUDA \u003e= 10.0\n- SyncBN support(inplace_abn)\n\n## Install Inplace_abn\n```bash\n$ pip install git+https://github.com/mapillary/inplace_abn.git@v1.0.10\n```\n\n## Train\ngit clone \u0026 change DIR\n```bash\n$ git clone https://github.com/J911/DeepLabV3Plus-for-Beginners\n$ cd DeepLabV3Plus-for-Beginners\n```\nrun 🙌🙌\n```bash\n$ python -m torch.distributed.launch --nproc_per_node ${num of GPUs} train.py --data /data/CITYSCAPES --batch-size 16 --epoch 200 --logdir ./logs/exp1/ --save ./saved_model/exp1/\n```\n\n## Evaluate\n```bash\n$ python -m torch.distributed.launch --nproc_per_node 1 evaluate.py --data /data/CITYSCAPES --weight ./saved_model/exp1/epoch200.pth --num-classes 19\n```\n\n## Dataset\n\nThis Repository uses Cityscapes Dataset.\n\n```\nCITYSCAPES\n|-- leftImg8bit\n|   |-- test \n|   |-- train\n|   `-- val\n`-- gtFine\n    |-- test \n    |-- train\n    `-- val\n```\n\n## Result\n\nTBD\n\n## Thanks to\n- @speedinghzl - Gain a lot of Insight 🙇🏻‍♂️\n- @mapillary - using inplace_abn\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fj911%2Fdeeplabv3plus-for-beginners","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fj911%2Fdeeplabv3plus-for-beginners","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fj911%2Fdeeplabv3plus-for-beginners/lists"}