{"id":17718324,"url":"https://github.com/itdxer/deeplab","last_synced_at":"2026-05-05T04:11:14.592Z","repository":{"id":72524385,"uuid":"161473828","full_name":"itdxer/deeplab","owner":"itdxer","description":"Deeplab v3 for Semantic Segmentation in NeuPy and Tensorflow","archived":false,"fork":false,"pushed_at":"2018-12-12T15:49:54.000Z","size":20,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-05-26T13:12:56.064Z","etag":null,"topics":["deep-learning","deeplab","deeplabv3","neupy","semantic-segmentation","tensorflow"],"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/itdxer.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":"2018-12-12T10:46:05.000Z","updated_at":"2018-12-12T16:39:57.000Z","dependencies_parsed_at":"2023-02-25T23:45:44.509Z","dependency_job_id":null,"html_url":"https://github.com/itdxer/deeplab","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/itdxer/deeplab","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/itdxer%2Fdeeplab","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/itdxer%2Fdeeplab/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/itdxer%2Fdeeplab/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/itdxer%2Fdeeplab/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/itdxer","download_url":"https://codeload.github.com/itdxer/deeplab/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/itdxer%2Fdeeplab/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32634809,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-04T10:08:07.713Z","status":"online","status_checked_at":"2026-05-05T02:00:06.033Z","response_time":54,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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","deeplab","deeplabv3","neupy","semantic-segmentation","tensorflow"],"created_at":"2024-10-25T14:43:53.507Z","updated_at":"2026-05-05T04:11:14.578Z","avatar_url":"https://github.com/itdxer.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Deeplab for semantic segmentation\n\n\n### Data\n\n1. Download VOC 2012 data from the official website: [http://host.robots.ox.ac.uk/pascal/VOC/voc2012/](http://host.robots.ox.ac.uk/pascal/VOC/voc2012/)\n\n2. Unpack data into the `dataset` folder and make sure that directory `dataset/VOCdevkit/VOC2012` exists.\n\n### Training\n\nTraing the model and save partial progress into the `storage` folder.\n\n```\npython -i src/train.py --storage-folder storage --image-size 321 --batch-size 20\n```\n\n\n### Validation\n\nUse one of the stored deeplab models in order to assess network's performance on the validation dataset.\n\n```\npython -i src/validate.py --deeplab-weights storage/dump.hdf5\n```\n\n\n### Running tests\n\n```\n$ pip install pytest\n$ pytest\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fitdxer%2Fdeeplab","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fitdxer%2Fdeeplab","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fitdxer%2Fdeeplab/lists"}