{"id":39110,"name":"led-net","description":"LED-Net: A lightweight and efficient dual-branch convolutional neural network designed to address the challenge of achieving high-performance tree branch and trunk semantic segmentation in resource-constrained mobile device environments.","url":"https://github.com/ly27253/led-net","last_synced_at":"2025-09-05T08:02:59.466Z","repository":{"id":271359854,"uuid":"913091186","full_name":"ly27253/LED-Net","owner":"ly27253","description":"LED-Net: A lightweight and efficient dual-branch convolutional neural network designed to address the challenge of achieving high-performance tree branch and trunk semantic segmentation in resource-constrained mobile device environments.","archived":false,"fork":false,"pushed_at":"2025-09-02T09:38:04.000Z","size":64927,"stargazers_count":9,"open_issues_count":1,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-09-02T11:25:29.309Z","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":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ly27253.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":".github/CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-01-07T02:37:46.000Z","updated_at":"2025-09-02T10:00:26.000Z","dependencies_parsed_at":"2025-07-08T04:27:29.978Z","dependency_job_id":null,"html_url":"https://github.com/ly27253/LED-Net","commit_stats":null,"previous_names":["ly27253/led-net"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ly27253/LED-Net","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ly27253%2FLED-Net","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ly27253%2FLED-Net/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ly27253%2FLED-Net/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ly27253%2FLED-Net/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ly27253","download_url":"https://codeload.github.com/ly27253/LED-Net/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ly27253%2FLED-Net/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273728151,"owners_count":25157136,"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","status":"online","status_checked_at":"2025-09-05T02:00:09.113Z","response_time":402,"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"}},"owner":{"login":"ly27253","name":"Lydai","uuid":"65956871","kind":"user","description":"","email":"","website":null,"location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/65956871?v=4","repositories_count":1,"last_synced_at":"2024-10-23T04:45:39.237Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/ly27253","funding_links":[],"total_stars":0,"followers":0,"following":0,"created_at":"2024-10-23T04:45:39.253Z","updated_at":"2024-10-23T04:45:39.253Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ly27253","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ly27253/repositories"},"packages":[],"commits":{"message":"Repository syncing started."},"issues_stats":{"full_name":"ly27253/LED-Net","html_url":"https://github.com/ly27253/LED-Net","last_synced_at":"2025-08-31T11:28:27.124Z","status":null,"issues_count":1,"pull_requests_count":0,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":null,"issues_closed_count":0,"pull_requests_closed_count":0,"pull_request_authors_count":0,"issue_authors_count":1,"avg_comments_per_issue":0.0,"avg_comments_per_pull_request":null,"merged_pull_requests_count":0,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":1,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":1,"past_year_avg_comments_per_issue":0.0,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2025-08-30T12:06:00.790Z","updated_at":"2025-08-31T11:28:27.125Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/ly27253%2FLED-Net","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/ly27253%2FLED-Net/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":1},"pull_request_author_associations_count":{},"issue_authors":{"GE-123-cpu":1},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.444Z","repositories_count":10094553,"issues_count":31373669,"pull_requests_count":97058592,"authors_count":10699554,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{"NONE":1},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{"GE-123-cpu":1},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"IssuesEvent":1,"WatchEvent":12,"DeleteEvent":2,"PushEvent":29,"CreateEvent":4},"last_year":{"IssuesEvent":1,"WatchEvent":12,"DeleteEvent":2,"PushEvent":29,"CreateEvent":4}},"keywords":[],"dependencies":[{"ecosystem":"actions","filepath":".github/workflows/deploy.yml","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:01.595Z","updated_at":"2025-01-07T08:58:01.595Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/.github/workflows/deploy.yml","dependencies":[{"id":21397214851,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":21397214852,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"docker","filepath":".circleci/docker/Dockerfile","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:01.659Z","updated_at":"2025-01-07T08:58:01.659Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/.circleci/docker/Dockerfile","dependencies":[{"id":21397214853,"package_name":"pytorch/pytorch","ecosystem":"docker","requirements":"${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"docker/Dockerfile","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:01.729Z","updated_at":"2025-01-07T08:58:01.729Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/docker/Dockerfile","dependencies":[{"id":21397214854,"package_name":"pytorch/pytorch","ecosystem":"docker","requirements":"${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"docker/serve/Dockerfile","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:01.796Z","updated_at":"2025-01-07T08:58:01.796Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/docker/serve/Dockerfile","dependencies":[{"id":21397214855,"package_name":"pytorch/pytorch","ecosystem":"docker","requirements":"${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel","direct":true,"kind":"build","optional":false}]},{"ecosystem":"pypi","filepath":"requirements/albu.txt","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:01.857Z","updated_at":"2025-01-07T08:58:01.857Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/requirements/albu.txt","dependencies":[{"id":21397214856,"package_name":"albumentations","ecosystem":"pypi","requirements":"\u003e=0.3.2","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements/docs.txt","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:01.922Z","updated_at":"2025-01-07T08:58:01.922Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/requirements/docs.txt","dependencies":[{"id":21397214857,"package_name":"docutils","ecosystem":"pypi","requirements":"==0.16.0","direct":true,"kind":"runtime","optional":false},{"id":21397214858,"package_name":"myst-parser","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397214861,"package_name":"sphinx","ecosystem":"pypi","requirements":"==4.0.2","direct":true,"kind":"runtime","optional":false},{"id":21397214862,"package_name":"sphinx_copybutton","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397215012,"package_name":"sphinx_markdown_tables","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397215028,"package_name":"urllib3","ecosystem":"pypi","requirements":"\u003c2.0.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements/mminstall.txt","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:02.428Z","updated_at":"2025-01-07T08:58:02.428Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/requirements/mminstall.txt","dependencies":[{"id":21397215029,"package_name":"mmcv","ecosystem":"pypi","requirements":"\u003e=2.0.0rc4,\u003c2.2.0","direct":true,"kind":"runtime","optional":false},{"id":21397215064,"package_name":"mmengine","ecosystem":"pypi","requirements":"\u003e=0.5.0,\u003c1.0.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements/multimodal.txt","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:02.655Z","updated_at":"2025-01-07T08:58:02.655Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/requirements/multimodal.txt","dependencies":[{"id":21397215067,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397215068,"package_name":"regex","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements/optional.txt","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:02.723Z","updated_at":"2025-01-07T08:58:02.723Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/requirements/optional.txt","dependencies":[{"id":21397215081,"package_name":"cityscapesscripts","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397215096,"package_name":"diffusers","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397215097,"package_name":"einops","ecosystem":"pypi","requirements":"==0.3.0","direct":true,"kind":"runtime","optional":false},{"id":21397215098,"package_name":"imageio","ecosystem":"pypi","requirements":"==2.9.0","direct":true,"kind":"runtime","optional":false},{"id":21397215099,"package_name":"imageio-ffmpeg","ecosystem":"pypi","requirements":"==0.4.2","direct":true,"kind":"runtime","optional":false},{"id":21397215100,"package_name":"invisible-watermark","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397215231,"package_name":"kornia","ecosystem":"pypi","requirements":"==0.6","direct":true,"kind":"runtime","optional":false},{"id":21397215623,"package_name":"nibabel","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397215627,"package_name":"omegaconf","ecosystem":"pypi","requirements":"==2.1.1","direct":true,"kind":"runtime","optional":false},{"id":21397215630,"package_name":"pudb","ecosystem":"pypi","requirements":"==2019.2","direct":true,"kind":"runtime","optional":false},{"id":21397215810,"package_name":"pytorch-lightning","ecosystem":"pypi","requirements":"==1.4.2","direct":true,"kind":"runtime","optional":false},{"id":21397215811,"package_name":"streamlit","ecosystem":"pypi","requirements":"\u003e=0.73.1","direct":true,"kind":"runtime","optional":false},{"id":21397215812,"package_name":"test-tube","ecosystem":"pypi","requirements":"\u003e=0.7.5","direct":true,"kind":"runtime","optional":false},{"id":21397216335,"package_name":"timm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397216336,"package_name":"torch-fidelity","ecosystem":"pypi","requirements":"==0.3.0","direct":true,"kind":"runtime","optional":false},{"id":21397216375,"package_name":"torchmetrics","ecosystem":"pypi","requirements":"==0.6.0","direct":true,"kind":"runtime","optional":false},{"id":21397216376,"package_name":"transformers","ecosystem":"pypi","requirements":"==4.19.2","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements/readthedocs.txt","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:03.761Z","updated_at":"2025-01-07T08:58:03.761Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/requirements/readthedocs.txt","dependencies":[{"id":21397216481,"package_name":"mmcv","ecosystem":"pypi","requirements":"\u003e=2.0.0rc1,\u003c2.1.0","direct":true,"kind":"runtime","optional":false},{"id":21397216482,"package_name":"mmengine","ecosystem":"pypi","requirements":"\u003e=0.4.0,\u003c1.0.0","direct":true,"kind":"runtime","optional":false},{"id":21397216483,"package_name":"prettytable","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397216484,"package_name":"scipy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397216485,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397216486,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements/runtime.txt","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:03.824Z","updated_at":"2025-01-07T08:58:03.824Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/requirements/runtime.txt","dependencies":[{"id":21397216765,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397216766,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397216767,"package_name":"packaging","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397216768,"package_name":"prettytable","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":21397216769,"package_name":"scipy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements/tests.txt","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:03.887Z","updated_at":"2025-01-07T08:58:03.887Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/requirements/tests.txt","dependencies":[{"id":21397216772,"package_name":"codecov","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":21397216786,"package_name":"flake8","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":21397216787,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":21397216788,"package_name":"interrogate","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":21397216789,"package_name":"pytest","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":21397216790,"package_name":"regex","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":21397216791,"package_name":"xdoctest","ecosystem":"pypi","requirements":"\u003e=0.10.0","direct":true,"kind":"test","optional":false},{"id":21397216792,"package_name":"yapf","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:04.468Z","updated_at":"2025-01-07T08:58:04.468Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/requirements.txt","dependencies":[]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2025-01-07T08:58:04.513Z","updated_at":"2025-01-07T08:58:04.513Z","repository_link":"https://github.com/ly27253/LED-Net/blob/main/setup.py","dependencies":[]}],"score":null,"created_at":"2025-09-04T15:51:13.313Z","updated_at":"2025-10-07T08:16:01.604Z","avatar_url":"https://github.com/ly27253.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/39110","html_url":"https://science.ecosyste.ms/projects/39110","bibtex_url":"https://science.ecosyste.ms/projects/39110/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/39110/export.apalike"}