{"id":18620473,"url":"https://github.com/pythonot/convolutional-monge-mapping-normalization","last_synced_at":"2026-02-27T13:39:50.238Z","repository":{"id":200576892,"uuid":"697854466","full_name":"PythonOT/convolutional-monge-mapping-normalization","owner":"PythonOT","description":"Convolutional Monge Mapping Normalization","archived":false,"fork":false,"pushed_at":"2023-11-16T09:35:37.000Z","size":22,"stargazers_count":6,"open_issues_count":0,"forks_count":2,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-03-31T08:06:18.513Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/PythonOT.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-09-28T15:55:31.000Z","updated_at":"2025-02-27T15:54:41.000Z","dependencies_parsed_at":"2024-12-27T07:03:17.392Z","dependency_job_id":null,"html_url":"https://github.com/PythonOT/convolutional-monge-mapping-normalization","commit_stats":{"total_commits":18,"total_committers":4,"mean_commits":4.5,"dds":0.2222222222222222,"last_synced_commit":"2e0138d039fc52c8d630e775498507a86c69c440"},"previous_names":["pythonot/convolutional-monge-mapping-normalization"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PythonOT%2Fconvolutional-monge-mapping-normalization","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PythonOT%2Fconvolutional-monge-mapping-normalization/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PythonOT%2Fconvolutional-monge-mapping-normalization/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PythonOT%2Fconvolutional-monge-mapping-normalization/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/PythonOT","download_url":"https://codeload.github.com/PythonOT/convolutional-monge-mapping-normalization/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252839674,"owners_count":21812148,"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":[],"created_at":"2024-11-07T04:06:18.369Z","updated_at":"2026-02-27T13:39:45.184Z","avatar_url":"https://github.com/PythonOT.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Convolutional Monge Mapping Normalization for learning on Sleep data\n\nThis repository is the official implementation of Convolutional Monge Mapping Normalization for learning on Sleep data. This repository proposes an example of the method applied to Physionet data available on [MNE-python](https://mne.tools/stable/index.html). \n\n(The other datasets used in the paper are available on request. That the reason\nwhy we propose an example on Physionet data only.)\n\nThe reference paper is available on [arXiv](https://arxiv.org/pdf/2305.18831.pdf).\nPlease cite the paper if you use this code in your research.\n\n```\nT. Gnassounou, R. Flamary, A. Gramfort, Convolutional Monge Mapping Normalization for learning on biosignals, Neural Information Processing Systems (NeurIPS), 2023.\n```\n\nBibtex entry:\n\n```\n@inproceedings{gnassounou2023convolutional,\nauthor = {Gnassounou, Théo and Flamary, Rémi and Gramfort, Alexandre},\ntitle = {Convolutional Monge Mapping Normalization for learning on biosignals},\nbooktitle = {Neural Information Processing Systems (NeurIPS)},\nyear = {2023}\n}\n```\n\n\n### Install pyTorch\n\nFollow the instructions from [pyTorch website](https://pytorch.org/).\n\n### Install MNE-python\n\nFollow the instructions from [MNE-python website](https://mne.tools/stable/install/index.html).\n\n### Install package from source\n\n```bash\ngit clone https://github.com/PythonOT/convolutional-monge-mapping-normalization.git\ncd convolutional-monge-mapping-normalization\n```\n\nIn a dedicated Python env, run:\n\n```bash\n\npip install -e .\n```\n\nAlso install the requirements:\n\n```bash\npip install -r requirements.txt\n```\n\nyou might need to install torch with proper cuda version before the requirements above depending on your machine.\n\n\n### To run the example of the paper for physionet data\n\n```bash\npython examples/physionet_experiment.py\n```\n\n### To visualize cmmn effect on the data\n    \n```bash\npython examples/cmmn_visualization.py\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpythonot%2Fconvolutional-monge-mapping-normalization","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpythonot%2Fconvolutional-monge-mapping-normalization","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpythonot%2Fconvolutional-monge-mapping-normalization/lists"}