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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

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

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

计算机视觉与模式识别 · 计算机科学 2024-02-06 Jie Li , Yulong Xia , Tongxin Yang , Fenglin Cai , Miao Wei , Zhiwei Zhang , Li Jiang

Automated analysis of volumetric medical imaging on edge devices is severely constrained by the high memory and computational demands of 3D Convolutional Neural Networks (CNNs). This paper develops a lightweight computer vision framework…

计算机视觉与模式识别 · 计算机科学 2026-01-07 Amirreza Parvahan , Mohammad Hoseyni , Javad Khoramdel , Amirhossein Nikoofard

Traumatic brain injuries could cause intracranial hemorrhage (ICH). ICH could lead to disability or death if it is not accurately diagnosed and treated in a time-sensitive procedure. The current clinical protocol to diagnose ICH is…

图像与视频处理 · 电气工程与系统科学 2019-11-18 Murtadha D. Hssayeni , M. S. , Muayad S. Croock , Ph. D. , Aymen Al-Ani , Ph. D. , Hassan Falah Al-khafaji , M. D. , Zakaria A. Yahya , M. D. , Behnaz Ghoraani , Ph. D

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

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

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

Explainable Artificial Intelligence (XAI) has become an essential component of medical imaging research, aiming to increase transparency and clinical trust in deep learning models. This study investigates brain hemorrhage diagnosis with a…

计算机视觉与模式识别 · 计算机科学 2025-12-03 Z. Rafati , M. Hoseyni , J. Khoramdel , A. Nikoofard

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 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 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

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

We propose Artificial Intelligence Prospective Randomized Observer Blinding Evaluation (AI-PROBE) for quantitative clinical performance evaluation of radiology AI systems within prospective randomized clinical trials. AI-PROBE encompasses a…

医学物理 · 物理学 2020-03-02 Axel Wismüller , Larry Stockmaster

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

This paper studies the problem of detecting and segmenting acute intracranial hemorrhage on head computed tomography (CT) scans. We propose to solve both tasks as a semantic segmentation problem using a patch-based fully convolutional…

计算机视觉与模式识别 · 计算机科学 2019-04-16 Weicheng Kuo , Christian Häne , Esther Yuh , Pratik Mukherjee , Jitendra Malik

Intracranial hemorrhage occurs when blood vessels rupture or leak within the brain tissue or elsewhere inside the skull. It can be caused by physical trauma or by various medical conditions and in many cases leads to death. The treatment…

计算机视觉与模式识别 · 计算机科学 2021-05-14 Kimmo Kärkkäinen , Shayan Fazeli , Majid Sarrafzadeh

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

Intracranial hemorrhage, bleeding that occurs inside the cranium, is a serious health problem requiring rapid and often intensive medical treatment. Such a condition is traditionally diagnosed by highly-trained specialists analyzing…

计算机视觉与模式识别 · 计算机科学 2024-09-05 Utkarsh Chandra Srivastava , Anshuman Singh , K. Sree Kumar
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