{"id":21181004,"url":"https://github.com/connectaman/dwt-ich","last_synced_at":"2026-05-19T18:31:39.125Z","repository":{"id":46356028,"uuid":"419671224","full_name":"connectaman/DWT-ICH","owner":"connectaman","description":"Intracranial haemorrhage (ICH) segmentation on Brain CT image using DWT","archived":false,"fork":false,"pushed_at":"2021-10-21T10:40:22.000Z","size":1548,"stargazers_count":0,"open_issues_count":1,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-21T12:11:24.584Z","etag":null,"topics":["brain","dtw","hemorrhage","ich","opencv-python","python"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-2-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/connectaman.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}},"created_at":"2021-10-21T10:05:05.000Z","updated_at":"2021-10-29T12:23:28.000Z","dependencies_parsed_at":"2022-09-09T14:10:20.857Z","dependency_job_id":null,"html_url":"https://github.com/connectaman/DWT-ICH","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/connectaman%2FDWT-ICH","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/connectaman%2FDWT-ICH/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/connectaman%2FDWT-ICH/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/connectaman%2FDWT-ICH/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/connectaman","download_url":"https://codeload.github.com/connectaman/DWT-ICH/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243632432,"owners_count":20322388,"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":["brain","dtw","hemorrhage","ich","opencv-python","python"],"created_at":"2024-11-20T17:46:57.834Z","updated_at":"2025-12-28T19:05:07.164Z","avatar_url":"https://github.com/connectaman.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# DWT-ICH\nIntracranial haemorrhage (ICH) segmentation on Brain CT image using DWT\n\nHead injury is a chief cause for morbidity and mortality worldwide and Traumatic head\ninjuries signify the chief cause of neurological disability. Head injuries may range from a\nsimple bump on the head to a skull fracture and may cause brain damage and even death.\nA traumatic brain injury (TBI) occurs when the brain is damaged, usually because of an\naccident (or any trauma) and can damage the brain, causing a blood clot or bruising in the brain\nidentified as an Intracranial Hematoma (ICH). ICH records serious consequence of head injury.\nICH are the rupture of a blood vessel which leads to the collection of blood in brain tissues or\nempty spaces which can be life-threatening. The most common cause of ICH normally reported\nin our country are road traffic accidents (RTA) followed by falls and assaults. India is a\npopulous country with over a billion people and there is approximately 1 radiologist for every\n100,000 population with a majority of them in the urban setup, Indian rural population of more\nthan 70% is deprived of these doctors. The unavailability of these specialists is a grave concern\nto the well-being of the health care to the nation. The mainstay in the diagnosis of an ICH is\nthe Computed Tomography (CT) scan of the head which is the definitive tool for accurate\ndiagnosis of an ICH following trauma and gives an objective assessment of structural damage\nto brain.\n\n\n### Working \n\n![flowchat](https://github.com/connectaman/DWT-ICH/blob/main/images/flowchart.PNG)\n\n\n-----------------------------------------------------------\n\n### Usage\n\n```python\n# import the dwt_ich library\nfrom  dwt_ich impor ICH\nimport matplotlib.pyplot as plt\n# path of brain image\nimg_p =  r'path to brain ct image'  \n#create object of ICH class\nbrain = ICH()\n# call the predict method and pass the image path\nres = brain.predict(img_p)\n# in return you get back image after segmentation\nplt.imshow(res,cmap='gray')\n# Display the resultant image\nplt.show()\n```\n\n\n-----------------------------------------------------------\n\n\n### Result\n\n![result](https://github.com/connectaman/DWT-ICH/blob/main/images/result.PNG)\n![result](https://github.com/connectaman/DWT-ICH/blob/main/images/result2.PNG)\n![result](https://github.com/connectaman/DWT-ICH/blob/main/images/result3.PNG)\n\n##### The Maximum IOU Score Obtained testing on 2500 images is 72%\n\n\n### Contributor\n\n- Aman Ulla \n- Huda Saif \n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fconnectaman%2Fdwt-ich","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fconnectaman%2Fdwt-ich","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fconnectaman%2Fdwt-ich/lists"}