{"id":20084,"name":"deepsleep2","description":"😴 DeepSleep2 is a compact U-Net-inspired convolutional neural network with 740,551 parameters, designed to predict non-apnea sleep arousals from full-length multi-channel polysomnographic recordings at 5-millisecond resolution. Achieves similar performance to DeepSleep with lower computational cost.","url":"https://github.com/rfonod/deepsleep2","last_synced_at":"2025-09-05T00:32:45.199Z","repository":{"id":43920394,"uuid":"450588250","full_name":"rfonod/deepsleep2","owner":"rfonod","description":"😴 DeepSleep2 is a compact U-Net-inspired convolutional neural network with 740,551 parameters, designed to predict non-apnea sleep arousals from full-length multi-channel polysomnographic recordings at 5-millisecond resolution. Achieves similar performance to DeepSleep with lower computational cost.","archived":false,"fork":false,"pushed_at":"2025-08-30T20:34:48.000Z","size":829307,"stargazers_count":17,"open_issues_count":0,"forks_count":4,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-08-30T22:18:29.423Z","etag":null,"topics":["cnn","computational-efficiency","convolutional-networks","deep-learning","encoder-decoder","machine-learning","medical-ai","multichannel","neural-networks","physionet","polysomnography","pytorch","segmentation","sleep-analysis","sleep-apnea","sleep-arousals","time-series","u-net"],"latest_commit_sha":null,"homepage":"https://doi.org/10.3390/ai3010010","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/rfonod.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"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}},"created_at":"2022-01-21T17:51:09.000Z","updated_at":"2025-08-30T20:34:59.000Z","dependencies_parsed_at":"2025-04-12T21:11:46.642Z","dependency_job_id":null,"html_url":"https://github.com/rfonod/deepsleep2","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/rfonod/deepsleep2","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rfonod%2Fdeepsleep2","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rfonod%2Fdeepsleep2/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rfonod%2Fdeepsleep2/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rfonod%2Fdeepsleep2/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rfonod","download_url":"https://codeload.github.com/rfonod/deepsleep2/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rfonod%2Fdeepsleep2/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273694698,"owners_count":25151478,"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":"2025-09-04T02:00:08.968Z","response_time":61,"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":"rfonod","name":"Robert Fonod","uuid":"78231009","kind":"user","description":"","email":"","website":"https://www.linkedin.com/in/rfonod/","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/78231009?v=4","repositories_count":2,"last_synced_at":"2023-05-25T15:28:43.471Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/rfonod","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2023-05-25T15:28:43.474Z","updated_at":"2023-05-25T15:28:43.474Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rfonod","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rfonod/repositories"},"packages":[],"commits":{"id":8036121,"full_name":"rfonod/deepsleep2","default_branch":"master","committers":null,"total_commits":null,"total_committers":null,"total_bot_commits":null,"total_bot_committers":null,"mean_commits":null,"dds":null,"past_year_committers":null,"past_year_total_commits":null,"past_year_total_committers":null,"past_year_total_bot_commits":null,"past_year_total_bot_committers":null,"past_year_mean_commits":null,"past_year_dds":null,"last_synced_at":null,"last_synced_commit":null,"created_at":"2024-12-29T04:58:11.300Z","updated_at":"2024-12-29T04:58:11.300Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/rfonod%2Fdeepsleep2/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.343Z","repositories_count":5480019,"commits_count":853389012,"contributors_count":31098138,"owners_count":906558,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"rfonod/deepsleep2","html_url":"https://github.com/rfonod/deepsleep2","last_synced_at":null,"status":null,"issues_count":null,"pull_requests_count":null,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":null,"issues_closed_count":null,"pull_requests_closed_count":null,"pull_request_authors_count":null,"issue_authors_count":null,"avg_comments_per_issue":null,"avg_comments_per_pull_request":null,"merged_pull_requests_count":null,"bot_issues_count":null,"bot_pull_requests_count":null,"past_year_issues_count":null,"past_year_pull_requests_count":null,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":null,"past_year_pull_requests_closed_count":null,"past_year_pull_request_authors_count":null,"past_year_issue_authors_count":null,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":null,"past_year_bot_pull_requests_count":null,"past_year_merged_pull_requests_count":null,"created_at":"2025-09-05T00:31:10.763Z","updated_at":"2025-09-05T00:31:10.763Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/rfonod%2Fdeepsleep2","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/rfonod%2Fdeepsleep2/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{},"pull_request_author_associations_count":{},"issue_authors":{},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.444Z","repositories_count":10082319,"issues_count":31220811,"pull_requests_count":96069974,"authors_count":10694166,"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":{},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"ReleaseEvent":1,"WatchEvent":4,"PushEvent":4,"ForkEvent":1,"CreateEvent":1},"last_year":{"ReleaseEvent":1,"WatchEvent":4,"PushEvent":4,"ForkEvent":1,"CreateEvent":1}},"keywords":["cnn","computational-efficiency","convolutional-networks","deep-learning","encoder-decoder","machine-learning","medical-ai","multichannel","neural-networks","physionet","polysomnography","pytorch","segmentation","sleep-analysis","sleep-apnea","sleep-arousals","time-series","u-net"],"dependencies":[{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-28T16:04:10.091Z","updated_at":"2022-08-28T16:04:10.091Z","repository_link":"https://github.com/rfonod/deepsleep2/blob/main/requirements.txt","dependencies":[{"id":3048378578,"package_name":"appnope","ecosystem":"pypi","requirements":"==0.1.2","direct":true,"kind":"runtime","optional":false},{"id":3048378579,"package_name":"argon2-cffi","ecosystem":"pypi","requirements":"==20.1.0","direct":true,"kind":"runtime","optional":false},{"id":3048378580,"package_name":"astroid","ecosystem":"pypi","requirements":"==2.5.6","direct":true,"kind":"runtime","optional":false},{"id":3048378581,"package_name":"async-generator","ecosystem":"pypi","requirements":"==1.10","direct":true,"kind":"runtime","optional":false},{"id":3048378582,"package_name":"attrs","ecosystem":"pypi","requirements":"==21.2.0","direct":true,"kind":"runtime","optional":false},{"id":3048378583,"package_name":"backcall","ecosystem":"pypi","requirements":"==0.2.0","direct":true,"kind":"runtime","optional":false},{"id":3048378584,"package_name":"bleach","ecosystem":"pypi","requirements":"==3.3.0","direct":true,"kind":"runtime","optional":false},{"id":3048378585,"package_name":"certifi","ecosystem":"pypi","requirements":"==2021.5.30","direct":true,"kind":"runtime","optional":false},{"id":3048378586,"package_name":"cffi","ecosystem":"pypi","requirements":"==1.14.5","direct":true,"kind":"runtime","optional":false},{"id":3048378587,"package_name":"cycler","ecosystem":"pypi","requirements":"==0.10.0","direct":true,"kind":"runtime","optional":false},{"id":3048378588,"package_name":"Cython","ecosystem":"pypi","requirements":"==0.29.23","direct":true,"kind":"runtime","optional":false},{"id":3048378589,"package_name":"decorator","ecosystem":"pypi","requirements":"==5.0.9","direct":true,"kind":"runtime","optional":false},{"id":3048378590,"package_name":"defusedxml","ecosystem":"pypi","requirements":"==0.7.1","direct":true,"kind":"runtime","optional":false},{"id":3048378591,"package_name":"entrypoints","ecosystem":"pypi","requirements":"==0.3","direct":true,"kind":"runtime","optional":false},{"id":3048378592,"package_name":"h5py","ecosystem":"pypi","requirements":"==3.2.1","direct":true,"kind":"runtime","optional":false},{"id":3048378593,"package_name":"ipykernel","ecosystem":"pypi","requirements":"==5.5.5","direct":true,"kind":"runtime","optional":false},{"id":3048378594,"package_name":"ipython","ecosystem":"pypi","requirements":"==7.24.1","direct":true,"kind":"runtime","optional":false},{"id":3048378595,"package_name":"ipython-genutils","ecosystem":"pypi","requirements":"==0.2.0","direct":true,"kind":"runtime","optional":false},{"id":3048378596,"package_name":"ipywidgets","ecosystem":"pypi","requirements":"==7.6.3","direct":true,"kind":"runtime","optional":false},{"id":3048378597,"package_name":"isort","ecosystem":"pypi","requirements":"==5.8.0","direct":true,"kind":"runtime","optional":false},{"id":3048378598,"package_name":"jedi","ecosystem":"pypi","requirements":"==0.18.0","direct":true,"kind":"runtime","optional":false},{"id":3048378599,"package_name":"Jinja2","ecosystem":"pypi","requirements":"==3.0.1","direct":true,"kind":"runtime","optional":false},{"id":3048378600,"package_name":"joblib","ecosystem":"pypi","requirements":"==1.0.1","direct":true,"kind":"runtime","optional":false},{"id":3048378601,"package_name":"jsonschema","ecosystem":"pypi","requirements":"==3.2.0","direct":true,"kind":"runtime","optional":false},{"id":3048378602,"package_name":"jupyter","ecosystem":"pypi","requirements":"==1.0.0","direct":true,"kind":"runtime","optional":false},{"id":3048378603,"package_name":"jupyter-client","ecosystem":"pypi","requirements":"==6.1.12","direct":true,"kind":"runtime","optional":false},{"id":3048378604,"package_name":"jupyter-console","ecosystem":"pypi","requirements":"==6.4.0","direct":true,"kind":"runtime","optional":false},{"id":3048378605,"package_name":"jupyter-core","ecosystem":"pypi","requirements":"==4.7.1","direct":true,"kind":"runtime","optional":false},{"id":3048378606,"package_name":"jupyterlab-pygments","ecosystem":"pypi","requirements":"==0.1.2","direct":true,"kind":"runtime","optional":false},{"id":3048378607,"package_name":"jupyterlab-widgets","ecosystem":"pypi","requirements":"==1.0.0","direct":true,"kind":"runtime","optional":false},{"id":3048378608,"package_name":"kiwisolver","ecosystem":"pypi","requirements":"==1.3.1","direct":true,"kind":"runtime","optional":false},{"id":3048378609,"package_name":"lazy-object-proxy","ecosystem":"pypi","requirements":"==1.6.0","direct":true,"kind":"runtime","optional":false},{"id":3048378610,"package_name":"MarkupSafe","ecosystem":"pypi","requirements":"==2.0.1","direct":true,"kind":"runtime","optional":false},{"id":3048378611,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.4.2","direct":true,"kind":"runtime","optional":false},{"id":3048378612,"package_name":"matplotlib-inline","ecosystem":"pypi","requirements":"==0.1.2","direct":true,"kind":"runtime","optional":false},{"id":3048378613,"package_name":"mccabe","ecosystem":"pypi","requirements":"==0.6.1","direct":true,"kind":"runtime","optional":false},{"id":3048378614,"package_name":"mistune","ecosystem":"pypi","requirements":"==0.8.4","direct":true,"kind":"runtime","optional":false},{"id":3048378615,"package_name":"nbclient","ecosystem":"pypi","requirements":"==0.5.3","direct":true,"kind":"runtime","optional":false},{"id":3048378616,"package_name":"nbconvert","ecosystem":"pypi","requirements":"==6.0.7","direct":true,"kind":"runtime","optional":false},{"id":3048378617,"package_name":"nbformat","ecosystem":"pypi","requirements":"==5.1.3","direct":true,"kind":"runtime","optional":false},{"id":3048378618,"package_name":"nest-asyncio","ecosystem":"pypi","requirements":"==1.5.1","direct":true,"kind":"runtime","optional":false},{"id":3048378619,"package_name":"notebook","ecosystem":"pypi","requirements":"==6.4.0","direct":true,"kind":"runtime","optional":false},{"id":3048378620,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.20.3","direct":true,"kind":"runtime","optional":false},{"id":3048378621,"package_name":"packaging","ecosystem":"pypi","requirements":"==20.9","direct":true,"kind":"runtime","optional":false},{"id":3048378622,"package_name":"pandas","ecosystem":"pypi","requirements":"==1.2.4","direct":true,"kind":"runtime","optional":false},{"id":3048378623,"package_name":"pandocfilters","ecosystem":"pypi","requirements":"==1.4.3","direct":true,"kind":"runtime","optional":false},{"id":3048378624,"package_name":"parso","ecosystem":"pypi","requirements":"==0.8.2","direct":true,"kind":"runtime","optional":false},{"id":3048378625,"package_name":"pexpect","ecosystem":"pypi","requirements":"==4.8.0","direct":true,"kind":"runtime","optional":false},{"id":3048378626,"package_name":"pickleshare","ecosystem":"pypi","requirements":"==0.7.5","direct":true,"kind":"runtime","optional":false},{"id":3048378627,"package_name":"Pillow","ecosystem":"pypi","requirements":"==8.2.0","direct":true,"kind":"runtime","optional":false},{"id":3048378628,"package_name":"prometheus-client","ecosystem":"pypi","requirements":"==0.11.0","direct":true,"kind":"runtime","optional":false},{"id":3048378629,"package_name":"prompt-toolkit","ecosystem":"pypi","requirements":"==3.0.19","direct":true,"kind":"runtime","optional":false},{"id":3048378630,"package_name":"ptyprocess","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false},{"id":3048378631,"package_name":"pycparser","ecosystem":"pypi","requirements":"==2.20","direct":true,"kind":"runtime","optional":false},{"id":3048378632,"package_name":"Pygments","ecosystem":"pypi","requirements":"==2.9.0","direct":true,"kind":"runtime","optional":false},{"id":3048378633,"package_name":"pylint","ecosystem":"pypi","requirements":"==2.8.3","direct":true,"kind":"runtime","optional":false},{"id":3048378634,"package_name":"pyparsing","ecosystem":"pypi","requirements":"==2.4.7","direct":true,"kind":"runtime","optional":false},{"id":3048378635,"package_name":"pyrsistent","ecosystem":"pypi","requirements":"==0.17.3","direct":true,"kind":"runtime","optional":false},{"id":3048378636,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"==2.8.1","direct":true,"kind":"runtime","optional":false},{"id":3048378637,"package_name":"pytz","ecosystem":"pypi","requirements":"==2021.1","direct":true,"kind":"runtime","optional":false},{"id":3048378638,"package_name":"pyzmq","ecosystem":"pypi","requirements":"==22.1.0","direct":true,"kind":"runtime","optional":false},{"id":3048378639,"package_name":"qtconsole","ecosystem":"pypi","requirements":"==5.1.0","direct":true,"kind":"runtime","optional":false},{"id":3048378640,"package_name":"QtPy","ecosystem":"pypi","requirements":"==1.9.0","direct":true,"kind":"runtime","optional":false},{"id":3048378641,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==0.24.2","direct":true,"kind":"runtime","optional":false},{"id":3048378642,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.6.3","direct":true,"kind":"runtime","optional":false},{"id":3048378643,"package_name":"seaborn","ecosystem":"pypi","requirements":"==0.11.1","direct":true,"kind":"runtime","optional":false},{"id":3048378644,"package_name":"Send2Trash","ecosystem":"pypi","requirements":"==1.5.0","direct":true,"kind":"runtime","optional":false},{"id":3048378645,"package_name":"six","ecosystem":"pypi","requirements":"==1.16.0","direct":true,"kind":"runtime","optional":false},{"id":3048378646,"package_name":"sklearn","ecosystem":"pypi","requirements":"==0.0","direct":true,"kind":"runtime","optional":false},{"id":3048378647,"package_name":"terminado","ecosystem":"pypi","requirements":"==0.10.1","direct":true,"kind":"runtime","optional":false},{"id":3048378648,"package_name":"testpath","ecosystem":"pypi","requirements":"==0.5.0","direct":true,"kind":"runtime","optional":false},{"id":3048378649,"package_name":"threadpoolctl","ecosystem":"pypi","requirements":"==2.1.0","direct":true,"kind":"runtime","optional":false},{"id":3048378650,"package_name":"toml","ecosystem":"pypi","requirements":"==0.10.2","direct":true,"kind":"runtime","optional":false},{"id":3048378651,"package_name":"torch","ecosystem":"pypi","requirements":"==1.9.0","direct":true,"kind":"runtime","optional":false},{"id":3048378652,"package_name":"torchsummary","ecosystem":"pypi","requirements":"==1.5.1","direct":true,"kind":"runtime","optional":false},{"id":3048378653,"package_name":"tornado","ecosystem":"pypi","requirements":"==6.1","direct":true,"kind":"runtime","optional":false},{"id":3048378654,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.61.1","direct":true,"kind":"runtime","optional":false},{"id":3048378655,"package_name":"traitlets","ecosystem":"pypi","requirements":"==5.0.5","direct":true,"kind":"runtime","optional":false},{"id":3048378656,"package_name":"typing-extensions","ecosystem":"pypi","requirements":"==3.10.0.0","direct":true,"kind":"runtime","optional":false},{"id":3048378657,"package_name":"wcwidth","ecosystem":"pypi","requirements":"==0.2.5","direct":true,"kind":"runtime","optional":false},{"id":3048378658,"package_name":"webencodings","ecosystem":"pypi","requirements":"==0.5.1","direct":true,"kind":"runtime","optional":false},{"id":3048378659,"package_name":"widgetsnbextension","ecosystem":"pypi","requirements":"==3.5.1","direct":true,"kind":"runtime","optional":false},{"id":3048378660,"package_name":"wrapt","ecosystem":"pypi","requirements":"==1.12.1","direct":true,"kind":"runtime","optional":false}]}],"score":null,"created_at":"2025-09-04T15:50:51.470Z","updated_at":"2025-10-07T08:09:55.027Z","avatar_url":"https://github.com/rfonod.png","language":"Jupyter Notebook","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":["https://doi.org/10.5281/zenodo.13964322","https://doi.org/10.3390/ai3010010"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/20084","html_url":"https://science.ecosyste.ms/projects/20084"}