{"id":14959133,"url":"https://github.com/philipperemy/very-deep-convnets-raw-waveforms","last_synced_at":"2025-05-02T12:32:04.363Z","repository":{"id":70249889,"uuid":"91230433","full_name":"philipperemy/very-deep-convnets-raw-waveforms","owner":"philipperemy","description":"Tensorflow - Very Deep Convolutional Neural Networks For Raw Waveforms - https://arxiv.org/pdf/1610.00087.pdf","archived":false,"fork":false,"pushed_at":"2021-03-19T02:25:37.000Z","size":73171,"stargazers_count":74,"open_issues_count":0,"forks_count":13,"subscribers_count":10,"default_branch":"master","last_synced_at":"2025-04-07T02:07:09.997Z","etag":null,"topics":["audio-analysis","deep-learning","deep-neural-networks","keras","keras-models","keras-neural-networks","keras-tensorflow","machine-learning","residual-networks","tensorflow","tensorflow-1-0","very-deep-cnn","waveform"],"latest_commit_sha":null,"homepage":"","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/philipperemy.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}},"created_at":"2017-05-14T08:37:14.000Z","updated_at":"2025-02-13T12:46:15.000Z","dependencies_parsed_at":"2023-02-23T05:00:47.527Z","dependency_job_id":null,"html_url":"https://github.com/philipperemy/very-deep-convnets-raw-waveforms","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/philipperemy%2Fvery-deep-convnets-raw-waveforms","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/philipperemy%2Fvery-deep-convnets-raw-waveforms/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/philipperemy%2Fvery-deep-convnets-raw-waveforms/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/philipperemy%2Fvery-deep-convnets-raw-waveforms/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/philipperemy","download_url":"https://codeload.github.com/philipperemy/very-deep-convnets-raw-waveforms/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252038231,"owners_count":21684657,"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":["audio-analysis","deep-learning","deep-neural-networks","keras","keras-models","keras-neural-networks","keras-tensorflow","machine-learning","residual-networks","tensorflow","tensorflow-1-0","very-deep-cnn","waveform"],"created_at":"2024-09-24T13:18:54.285Z","updated_at":"2025-05-02T12:31:59.353Z","avatar_url":"https://github.com/philipperemy.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Very Deep Convolutional Networks For Raw Waveforms\nKeras (Tensorflow) implementation of the [[paper](https://arxiv.org/abs/1610.00087)].\n\n## Notes:\n- Going really deep does not seem to help much on this dataset. We clearly overfit very easily. Adding more regularization might help. I haven't tried to use the FC layers (though it has been implemented).\n- We use the `fold10` folder for the **testing set** and the remaining for the **training set**.\n- Models implemented:\n```\n[x] M3\n[x] M5\n[x] M11\n[x] M18\n[x] M34 (ResNet)\n```\n\n## How to re-run the experiments?\n\nDataset can be downloaded here: http://urbansounddataset.weebly.com/urbansound8k.html\n\n```bash\ngit clone https://github.com/philipperemy/very-deep-convnets-raw-waveforms.git\ncd very-deep-convnets-raw-waveforms\nsudo pip3 install -r requirements.txt\n./run_all.sh # will run M3, M5, M11, M18 and M34\n```\n\n\u003cdiv align=\"center\"\u003e\n  \u003cb\u003eM3 model - best accuracy: 0.673, trainable params = 221,194\u003c/b\u003e\u003cbr\u003e\n  \u003cimg src=\"assets/m3.png\" width=\"600\"\u003e\u003cbr\u003e\u003cbr\u003e\n\u003c/div\u003e\n\n\n\u003cdiv align=\"center\"\u003e\n  \u003cb\u003eM5 model - best accuracy: 0.743, trainable params = 559,114\u003c/b\u003e\u003cbr\u003e\n  \u003cimg src=\"assets/m5.png\" width=\"600\"\u003e\u003cbr\u003e\u003cbr\u003e\n\u003c/div\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003cb\u003eM11 model - best accuracy: 0.752, trainable params = 1,786,442\u003c/b\u003e\u003cbr\u003e\n  \u003cimg src=\"assets/m11.png\" width=\"600\"\u003e\u003cbr\u003e\u003cbr\u003e\n\u003c/div\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003cb\u003eM18 model - best accuracy: 0.710, trainable params = 3,683,786\u003c/b\u003e\u003cbr\u003e\n  \u003cimg src=\"assets/m18.png\" width=\"600\"\u003e\u003cbr\u003e\u003cbr\u003e\n\u003c/div\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003cb\u003eM34 model - best accuracy: 0.725, trainable params = 3,984,154\u003c/b\u003e\u003cbr\u003e\n  \u003cimg src=\"assets/m34.png\" width=\"600\"\u003e\u003cbr\u003e\u003cbr\u003e\n\u003c/div\u003e\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fphilipperemy%2Fvery-deep-convnets-raw-waveforms","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fphilipperemy%2Fvery-deep-convnets-raw-waveforms","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fphilipperemy%2Fvery-deep-convnets-raw-waveforms/lists"}