{"id":15485992,"url":"https://github.com/codediodeio/brachial-plexus-ultrasound-segmentation","last_synced_at":"2025-03-28T15:41:44.422Z","repository":{"id":90246276,"uuid":"66573286","full_name":"codediodeio/brachial-plexus-ultrasound-segmentation","owner":"codediodeio","description":"Neural network comparison for Kaggle Ultrasound Segmentation competition","archived":false,"fork":false,"pushed_at":"2016-09-01T15:07:39.000Z","size":22908,"stargazers_count":3,"open_issues_count":0,"forks_count":1,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-10-19T07:03:49.312Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/codediodeio.png","metadata":{"files":{"readme":"README.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":"2016-08-25T16:06:04.000Z","updated_at":"2023-02-17T06:26:41.000Z","dependencies_parsed_at":null,"dependency_job_id":"09cdc7d7-c257-48a9-9f64-e8b27a446012","html_url":"https://github.com/codediodeio/brachial-plexus-ultrasound-segmentation","commit_stats":{"total_commits":7,"total_committers":1,"mean_commits":7.0,"dds":0.0,"last_synced_commit":"d33ee207513c697a0a64c3056c81c71aa7505e63"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/codediodeio%2Fbrachial-plexus-ultrasound-segmentation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/codediodeio%2Fbrachial-plexus-ultrasound-segmentation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/codediodeio%2Fbrachial-plexus-ultrasound-segmentation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/codediodeio%2Fbrachial-plexus-ultrasound-segmentation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/codediodeio","download_url":"https://codeload.github.com/codediodeio/brachial-plexus-ultrasound-segmentation/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246056654,"owners_count":20716779,"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":"2024-10-02T06:05:29.723Z","updated_at":"2025-03-28T15:41:44.400Z","avatar_url":"https://github.com/codediodeio.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Brachial Plexus Ultrasound Nerve Segmentation\n\nExploratory data analysis and convolutional neural network implementation for the Ultrasound Nerve Segmentation competition on Kaggle.\n\nThe Github repo only contains a small sample of the 5,635 training images. To run this notebook on the full dataset, (1) clone the repo, (2) download the train/test data at https://www.kaggle.com/c/ultrasound-nerve-segmentation/data, then (3) change the `TRAIN_DIR` and `TEST_DIR` constants to your local directory.\n\n## Main Files\n\n- Report.pdf - Project paper and analysis.\n- notebook.ipynp - Jupyter notebook, last executed on full dataset.\n- notebook.html - HTML output of notebook.\n\n## Python Libraries\n\n- Keras\n- Theano\n- OpenCV\n\n## Neural Network Architectures\n\n- VGG-16 https://arxiv.org/pdf/1409.1556\n- U-Net https://arxiv.org/pdf/1505.04597\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcodediodeio%2Fbrachial-plexus-ultrasound-segmentation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcodediodeio%2Fbrachial-plexus-ultrasound-segmentation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcodediodeio%2Fbrachial-plexus-ultrasound-segmentation/lists"}