{"id":19544664,"url":"https://github.com/viig99/mixmatch-freesound","last_synced_at":"2026-06-09T01:31:39.325Z","repository":{"id":141864924,"uuid":"189687292","full_name":"viig99/mixmatch-freesound","owner":"viig99","description":"Multi label audio classification using mixmatch \u0026 a noisy loss","archived":false,"fork":false,"pushed_at":"2019-06-20T10:35:09.000Z","size":11322,"stargazers_count":4,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-11-20T01:06:11.521Z","etag":null,"topics":["audio-classification","freesound","mix-match"],"latest_commit_sha":null,"homepage":"","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/viig99.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":"2019-06-01T03:47:17.000Z","updated_at":"2022-02-13T18:14:36.000Z","dependencies_parsed_at":"2023-07-13T11:45:15.128Z","dependency_job_id":null,"html_url":"https://github.com/viig99/mixmatch-freesound","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/viig99/mixmatch-freesound","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viig99%2Fmixmatch-freesound","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viig99%2Fmixmatch-freesound/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viig99%2Fmixmatch-freesound/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viig99%2Fmixmatch-freesound/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/viig99","download_url":"https://codeload.github.com/viig99/mixmatch-freesound/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viig99%2Fmixmatch-freesound/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34088013,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-08T02:00:07.615Z","response_time":111,"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":["audio-classification","freesound","mix-match"],"created_at":"2024-11-11T03:30:35.063Z","updated_at":"2026-06-09T01:31:39.308Z","avatar_url":"https://github.com/viig99.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# FreeSound 2019 MixMatch + SpecAugment + Noisy\nThis repository tries to solve the multi-label freesound classification using [MixMatch: A Holistic Approach to Semi-Supervised Learning](https://arxiv.org/abs/1905.02249) and [SpecAugment](https://arxiv.org/abs/1904.08779).\n\nDataset is using the freesound - 2019 kaggle competion.\n\n## Requirements\n- Python 3.6+\n- PyTorch 1.1\n- **torchvision 0.3.0 (older versions are not compatible with this code)** \n- tensorboardX\n- progress\n- matplotlib\n- numpy\n- librosa\n\n## Usage\n\n### Train\nTrain the model by using the freesound 2019 curated and noisy data.\n\n```\n./train.sh\n```\n\n### Monitoring training progress\n```\ntensorboard --logdir=./result\n```\n\n## Results (Accuracy)\n0.856 lwlwrap using 5% test set till now.\n\n## References\n```\n@article{berthelot2019mixmatch,\n  title={MixMatch: A Holistic Approach to Semi-Supervised Learning},\n  author={Berthelot, David and Carlini, Nicholas and Goodfellow, Ian and Papernot, Nicolas and Oliver, Avital and Raffel, Colin},\n  journal={arXiv preprint arXiv:1905.02249},\n  year={2019}\n}\n```","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fviig99%2Fmixmatch-freesound","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fviig99%2Fmixmatch-freesound","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fviig99%2Fmixmatch-freesound/lists"}