{"id":16933106,"url":"https://github.com/zrr1999/eeg-networks-pytorch","last_synced_at":"2025-04-11T18:41:39.141Z","repository":{"id":62592034,"uuid":"498761411","full_name":"zrr1999/eeg-networks-pytorch","owner":"zrr1999","description":"Implementation of various simple networks based on PyTorch to classify EEG signals.","archived":false,"fork":false,"pushed_at":"2024-11-21T14:45:14.000Z","size":52,"stargazers_count":8,"open_issues_count":1,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-03-25T14:39:03.596Z","etag":null,"topics":["deep-learning","eeg","eeg-classification","eeg-net","eeg-signals","pytorch"],"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/zrr1999.png","metadata":{"files":{"readme":"README.en_US.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":"2022-06-01T14:04:59.000Z","updated_at":"2025-01-20T02:10:47.000Z","dependencies_parsed_at":"2025-02-19T23:33:09.677Z","dependency_job_id":"cf90dc88-53fd-4ffc-a93d-abb39a221c7b","html_url":"https://github.com/zrr1999/eeg-networks-pytorch","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/zrr1999%2Feeg-networks-pytorch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zrr1999%2Feeg-networks-pytorch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zrr1999%2Feeg-networks-pytorch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zrr1999%2Feeg-networks-pytorch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zrr1999","download_url":"https://codeload.github.com/zrr1999/eeg-networks-pytorch/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248460741,"owners_count":21107547,"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":["deep-learning","eeg","eeg-classification","eeg-net","eeg-signals","pytorch"],"created_at":"2024-10-13T20:48:36.269Z","updated_at":"2025-04-11T18:41:39.115Z","avatar_url":"https://github.com/zrr1999.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"English | [简体中文](README.zh-CN.md)\n\n# EEG-PyTorch\n\nImplementation of various simple networks for EEG classification tasks based on PyTorch.\n\n## Implemented Networks\n\n- [x] eeg-inception\n- [x] eeg-lstm\n- [ ] eeg-gcn\n\n## Usage\n\n### Installation\n\nInstall using PYPI.\n\n```sh\npip install eeg-networks\n```\n\nIf you do not want to install the package, you can also clone this project and install the required packages.\n\n```sh\ngit clone https://github.com/zrr1999/eeg-networks-pytorch\ncd eeg-networks-pytorch\npip install -r requirements.txt\n```\n\n### Training\n\nYou can train the model using the following command.\n\n```sh\npython train.py --model_name inception --device cpu --dataset_path ./GIB-UVA ERP-BCI.hdf5 --model_path ./weights\n```\n\nUse the following command to get more detailed information.\n\n```sh\npython train.py --help\n```\n\n### Validation\n\nYou can validate the model using the following command.\n\n```sh\npython val.py --model_path ./weights/last.pth --model_name inception\n```\n\nUse the following command to get more detailed information.\n\n```sh\npython val.py --help\n```\n\n## References\n\n[GIB-UVa ERP-BCI dataset](https://www.kaggle.com/datasets/esantamaria/gibuva-erpbci-dataset?resource=download)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzrr1999%2Feeg-networks-pytorch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fzrr1999%2Feeg-networks-pytorch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzrr1999%2Feeg-networks-pytorch/lists"}