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Acute intracerebral hemorrhage is a life-threatening condition that demands immediate medical intervention. Intraparenchymal hemorrhage (IPH) and intraventricular hemorrhage (IVH) are critical subtypes of this condition. Clinically, when…

图像与视频处理 · 电气工程与系统科学 2024-05-24 Changwei Song , Qing Zhao , Jianqiang Li , Xin Yue , Ruoyun Gao , Zhaoxuan Wang , An Gao , Guanghui Fu

Intracranial hemorrhage (ICH) is a pathological condition characterized by bleeding inside the skull or brain, which can be attributed to various factors. Identifying, localizing and quantifying ICH has important clinical implications, in a…

计算机视觉与模式识别 · 计算机科学 2023-08-24 Biao Wu , Yutong Xie , Zeyu Zhang , Jinchao Ge , Kaspar Yaxley , Suzan Bahadir , Qi Wu , Yifan Liu , Minh-Son To

Timely diagnosis of Intracranial hemorrhage (ICH) on Computed Tomography (CT) scans remains a clinical priority, yet the development of robust Artificial Intelligence (AI) solutions is still hindered by fragmented public data. To close this…

In this paper, we introduce a new dataset in the medical field of Traumatic Brain Injury (TBI), called TBI-IT, which includes both electronic medical records (EMRs) and head CT images. This dataset is designed to enhance the accuracy of…

图像与视频处理 · 电气工程与系统科学 2024-03-15 Jie Li , Jiaying Wen , Tongxin Yang , Fenglin Cai , Miao Wei , Zhiwei Zhang , Li Jiang

Intracerebral hemorrhage (ICH) is a severe and sudden medical condition caused by the rupture of blood vessels in the brain, leading to permanent damage to brain tissue and often resulting in functional disabilities or death in patients.…

计算机视觉与模式识别 · 计算机科学 2024-12-03 Jialiang Fan , Xinhui Fan , Chengyan Song , Xiaofan Wang , Bingdong Feng , Lucan Li , Guoyu Lu

Intracerebral hemorrhage is one of the diseases with the highest mortality and poorest prognosis worldwide. Spontaneous intracerebral hemorrhage (SICH) typically presents acutely, prompt and expedited radiological examination is crucial for…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Deguo Ma , Chen Li , Lin Qiao , Tianming Du , Dechao Tang , Zhiyu Ma , Marcin Grzegorzek Hongzan , Hongzan Sun

Head Non-contrast computed tomography (NCCT) scan remain the preferred primary imaging modality due to their widespread availability and speed. However, the current standard for manual annotations of abnormal brain tissue on head NCCT scans…

图像与视频处理 · 电气工程与系统科学 2023-07-11 Arunkumar Govindarajan , Arjun Agarwal , Subhankar Chattoraj , Dennis Robert , Satish Golla , Ujjwal Upadhyay , Swetha Tanamala , Aarthi Govindarajan

Intracerebral Hemorrhage (ICH) is a severe condition resulting from damaged brain blood vessel ruptures, often leading to complications and fatalities. Timely and accurate prognosis and management are essential due to its high mortality…

图像与视频处理 · 电气工程与系统科学 2023-11-09 Xuhao Shan , Xinyang Li , Ruiquan Ge , Shibin Wu , Ahmed Elazab , Jichao Zhu , Lingyan Zhang , Gangyong Jia , Qingying Xiao , Xiang Wan , Changmiao Wang

Head CT is one of the most commonly performed imaging studied in the Emergency Department setting and Intracranial hemorrhage (ICH) is among the most critical and timesensitive findings to be detected on Head CT. We present BloodNet, a deep…

计算机视觉与模式识别 · 计算机科学 2019-07-02 Amir Bar , Michal Mauda , Yoni Turner , Michal Safadi , Eldad Elnekave

Intracerebral hemorrhage (ICH) is the most fatal subtype of stroke and is characterized by a high incidence of disability. Accurate segmentation of the ICH region and prognosis prediction are critically important for developing and refining…

计算机视觉与模式识别 · 计算机科学 2024-11-08 Xinlei Yu , Ahmed Elazab , Ruiquan Ge , Hui Jin , Xinchen Jiang , Gangyong Jia , Qing Wu , Qinglei Shi , Changmiao Wang

Intracranial hemorrhage (ICH) is a life-threatening medical emergency that requires timely and accurate diagnosis for effective treatment and improved patient survival rates. While deep learning techniques have emerged as the leading…

计算机视觉与模式识别 · 计算机科学 2023-08-30 Amirhossein Rasoulian , Soorena Salari , Yiming Xiao

Intracerebral hemorrhage (ICH) is a life-risking condition characterized by bleeding within the brain parenchyma. ICU readmission in ICH patients is a critical outcome, reflecting both clinical severity and resource utilization. Accurate…

机器学习 · 计算机科学 2025-01-03 Shuheng Chen , Junyi Fan , Armin Abdollahi , Negin Ashrafi , Kamiar Alaei , Greg Placencia , Maryam Pishgar

Background: To develop an artificial intelligence system that can accurately identify acute non-traumatic intracranial hemorrhage (ICH) etiology based on non-contrast CT (NCCT) scans and investigate whether clinicians can benefit from it in…

图像与视频处理 · 电气工程与系统科学 2023-02-03 Meng Zhao , Yifan Hu , Ruixuan Jiang , Yuanli Zhao , Dong Zhang , Yan Zhang , Rong Wang , Yong Cao , Qian Zhang , Yonggang Ma , Jiaxi Li , Shaochen Yu , Wenjie Li , Ran Zhang , Yefeng Zheng , Shuo Wang , Jizong Zhao

Intracranial hemorrhage (ICH) refers to the leakage or accumulation of blood within the skull, which occurs due to the rupture of blood vessels in or around the brain. If this condition is not diagnosed in a timely manner and appropriately…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Mehdi Hosseini Chagahi , Niloufar Delfan , Behzad Moshiri , Md. Jalil Piran , Jaber Hatam Parikhan

Intracranial hemorrhages (ICHs) are life-threatening brain injures with a relatively high incidence. In this paper, the automatic algorithm for the detection and classification of ICHs, including localization, is present. The set of binary…

医学物理 · 物理学 2020-09-08 Jakub Nemcek , Roman Jakubicek , Jiri Chmelik

Patients with Intracranial Hemorrhage (ICH) face a potentially life-threatening condition, and patient-centered individualized treatment remains challenging due to possible clinical complications. Deep-Learning-based methods can efficiently…

计算机视觉与模式识别 · 计算机科学 2024-08-01 Antoine P. Sanner , Nils F. Grauhan , Marc A. Brockmann , Ahmed E. Othman , Anirban Mukhopadhyay

Intracranial hemorrhage (ICH) is a critical medical emergency caused by the rupture of cerebral blood vessels, leading to internal bleeding within the skull. Accurate and timely classification of hemorrhage subtypes is essential for…

图像与视频处理 · 电气工程与系统科学 2026-02-10 Mehdi Hosseini Chagahi , Md. Jalil Piran , Niloufar Delfan , Behzad Moshiri , Jaber Hatam Parikhan

Intracranial hemorrhage (ICH) is a life-threatening condition that requires rapid and accurate diagnosis to improve treatment outcomes and patient survival rates. Recent advancements in supervised deep learning have greatly improved the…

计算机视觉与模式识别 · 计算机科学 2024-09-05 Pascal Spiegler , Amirhossein Rasoulian , Yiming Xiao

Intracerebral Hemorrhage (ICH) is the deadliest subtype of stroke, necessitating timely and accurate prognostic evaluation to reduce mortality and disability. However, the multi-factorial nature and complexity of ICH make methods based…

计算机视觉与模式识别 · 计算机科学 2024-02-20 Xinlei Yu , Xinyang Li , Ruiquan Ge , Shibin Wu , Ahmed Elazab , Jichao Zhu , Lingyan Zhang , Gangyong Jia , Taosheng Xu , Xiang Wan , Changmiao Wang

We introduce RatchetEHR, a novel transformer-based framework designed for the predictive analysis of electronic health records (EHR) data in intensive care unit (ICU) settings, with a specific focus on bloodstream infection (BSI)…

机器学习 · 计算机科学 2024-05-03 Ortal Hirszowicz , Dvir Aran
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