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We hereby present a full synthetic model, able to mimic the various constituents of the cerebral vascular tree: the cerebral arteries, the bifurcations and the intracranial aneurysms. By building this model, our goal was to provide a…

Image and Video Processing · Electrical Eng. & Systems 2024-03-28 Rafic Nader , Florent Autrusseau , Vincent L'Allinec , Romain Bourcier

The Circle of Willis (CoW) vessels is critical to connecting major circulations of the brain. The topology of the vascular structure is clinical significance to evaluate the risk, severity of the neuro-vascular diseases. The CoW has two…

Image and Video Processing · Electrical Eng. & Systems 2024-10-22 Minghui Zhang , Xin You , Hanxiao Zhang , Yun Gu

Intracranial aneurysms (ICA) commonly occur in specific segments of the Circle of Willis (CoW), primarily, onto thirteen major arterial bifurcations. An accurate detection of these critical landmarks is necessary for a prompt and efficient…

Computer Vision and Pattern Recognition · Computer Science 2025-07-04 Rafic Nader , Vincent L'Allinec , Romain Bourcier , Florent Autrusseau

Segmentation of cerebral blood vessels from Magnetic Resonance Imaging (MRI) is an open problem that could be solved with deep learning (DL). However, annotated data for training is often scarce. Due to the absence of open-source tools, we…

Image and Video Processing · Electrical Eng. & Systems 2023-03-10 Georgia Kenyon , Stephan Lau , Michael A. Chappell , Mark Jenkinson

Automated segmentation of intracranial arteries on magnetic resonance angiography (MRA) allows for quantification of cerebrovascular features, which provides tools for understanding aging and pathophysiological adaptations of the…

Image and Video Processing · Electrical Eng. & Systems 2017-12-21 Li Chen , Yanjun Xie , Jie Sun , Niranjan Balu , Mahmud Mossa-Basha , Kristi Pimentel , Thomas S. Hatsukami , Jenq-Neng Hwang , Chun Yuan

The Circle of Willis (CoW) is a critical network of arteries in the brain, often implicated in cerebrovascular pathologies. Voxel-level segmentation is an important first step toward an automated CoW assessment, but a full quantitative…

Computer Vision and Pattern Recognition · Computer Science 2025-10-16 Fabio Musio , Norman Juchler , Kaiyuan Yang , Suprosanna Shit , Chinmay Prabhakar , Bjoern Menze , Sven Hirsch

Time-of-flight magnetic resonance angiography (TOF-MRA) is one of the most widely used non-contrast MR imaging methods to visualize blood vessels, but due to the 3-D volume acquisition highly accelerated acquisition is necessary.…

Image and Video Processing · Electrical Eng. & Systems 2020-08-05 Hyungjin Chung , Eunju Cha , Leonard Sunwoo , Jong Chul Ye

The Circle of Willis (CoW) is an important network of arteries connecting major circulations of the brain. Its vascular architecture is believed to affect the risk, severity, and clinical outcome of serious neurovascular diseases. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-07-09 Kaiyuan Yang , Fabio Musio , Yihui Ma , Norman Juchler , Johannes C. Paetzold , Rami Al-Maskari , Luciano Höher , Hongwei Bran Li , Ibrahim Ethem Hamamci , Anjany Sekuboyina , Suprosanna Shit , Houjing Huang , Chinmay Prabhakar , Ezequiel de la Rosa , Bastian Wittmann , Diana Waldmannstetter , Florian Kofler , Fernando Navarro , Martin Menten , Ivan Ezhov , Daniel Rueckert , Iris N. Vos , Ynte M. Ruigrok , Birgitta K. Velthuis , Hugo J. Kuijf , Pengcheng Shi , Wei Liu , Ting Ma , Maximilian R. Rokuss , Yannick Kirchhoff , Fabian Isensee , Klaus Maier-Hein , Chengcheng Zhu , Huilin Zhao , Philippe Bijlenga , Julien Hämmerli , Catherine Wurster , Laura Westphal , Jeroen Bisschop , Elisa Colombo , Hakim Baazaoui , Hannah-Lea Handelsmann , Andrew Makmur , James Hallinan , Amrish Soundararajan , Bene Wiestler , Jan S. Kirschke , Roland Wiest , Emmanuel Montagnon , Laurent Letourneau-Guillon , Kwanseok Oh , Dahye Lee , Adam Hilbert , Orhun Utku Aydin , Dimitrios Rallios , Jana Rieger , Satoru Tanioka , Alexander Koch , Dietmar Frey , Abdul Qayyum , Moona Mazher , Steven Niederer , Nico Disch , Julius Holzschuh , Dominic LaBella , Francesco Galati , Daniele Falcetta , Maria A. Zuluaga , Chaolong Lin , Haoran Zhao , Zehan Zhang , Minghui Zhang , Xin You , Hanxiao Zhang , Guang-Zhong Yang , Yun Gu , Sinyoung Ra , Jongyun Hwang , Hyunjin Park , Junqiang Chen , Marek Wodzinski , Henning Müller , Nesrin Mansouri , Florent Autrusseau , Cansu Yalçin , Rachika E. Hamadache , Clara Lisazo , Joaquim Salvi , Adrià Casamitjana , Xavier Lladó , Uma Maria Lal-Trehan Estrada , Valeriia Abramova , Luca Giancardo , Arnau Oliver , Paula Casademunt , Adrian Galdran , Matteo Delucchi , Jialu Liu , Haibin Huang , Yue Cui , Zehang Lin , Yusheng Liu , Shunzhi Zhu , Tatsat R. Patel , Adnan H. Siddiqui , Vincent M. Tutino , Maysam Orouskhani , Huayu Wang , Mahmud Mossa-Basha , Yuki Sato , Sven Hirsch , Susanne Wegener , Bjoern Menze

Quantitative analysis of vessel wall structures by automated vessel wall segmentation provides useful imaging biomarkers in evaluating atherosclerotic lesions and plaque progression time-efficiently. To quantify vessel wall features,…

Image and Video Processing · Electrical Eng. & Systems 2019-09-06 Li Chen , Jie Sun , Gador Canton , Niranjan Balu , Xihai Zhao , Rui Li , Thomas S. Hatsukami , Jenq-Neng Hwang , Chun Yuan

Many studies regarding the vasculature of biological tissues involve the segmentation of the blood vessels in a sample followed by the creation of a graph structure to model the vasculature. The graph is then used to extract relevant…

Computer Vision and Pattern Recognition · Computer Science 2024-06-21 João Pedro Parella , Matheus Viana da Silva , Cesar Henrique Comin

Segmenting of clinically important retinal blood vessels into arteries and veins is a prerequisite for retinal vessel analysis. Such analysis can provide potential insights and bio-markers for identifying and diagnosing various retinal eye…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Sharan SK , Subin Sahayam , Umarani Jayaraman , Lakshmi Priya A

Deep learning approaches may help radiologists in the early diagnosis and timely treatment of cerebrovascular diseases. Accurate cerebral vessel segmentation of Time-of-Flight Magnetic Resonance Angiographs (TOF-MRAs) is an essential step…

Image and Video Processing · Electrical Eng. & Systems 2021-01-25 V. de Vos , K. M. Timmins , I. C. van der Schaaf , Y. Ruigrok , B. K. Velthuis , H. J. Kuijf

Tight-frame, a generalization of orthogonal wavelets, has been used successfully in various problems in image processing, including inpainting, impulse noise removal, super-resolution image restoration, etc. Segmentation is the process of…

Numerical Analysis · Mathematics 2015-03-19 Xiaohao Cai , Raymond Chan , Serena Morigi , Fiorella Sgallari

The objective of this study is the segmentation of the intima-media complex of the common carotid artery, on longitudinal ultrasound images, to measure its thickness. We propose a fully automatic region-based segmentation method, involving…

Image and Video Processing · Electrical Eng. & Systems 2022-01-31 Nolann Lainé , Guillaume Zahnd , Herv é Liebgott , Maciej Orkisz

We hereby present a full synthetic model, able to mimic the various constituents of the cerebral vascular tree, including the cerebral arteries, bifurcations and intracranial aneurysms. This model intends to provide a substantial dataset of…

Computer Vision and Pattern Recognition · Computer Science 2024-11-06 Rafic Nader , Florent Autrusseau , Vincent L'Allinec , Romain Bourcier

Most of the intracranial aneurysms (ICA) occur on a specific portion of the cerebral vascular tree named the Circle of Willis (CoW). More particularly, they mainly arise onto fifteen of the major arterial bifurcations constituting this…

Image and Video Processing · Electrical Eng. & Systems 2023-08-30 Rafic Nader , Romain Bourcier , Florent Autrusseau

Objective: Magnetic resonance imaging (MRI) has been widely used for the analysis and diagnosis of brain diseases. Accurate and automatic brain tumor segmentation is of paramount importance for radiation treatment. However, low tissue…

Image and Video Processing · Electrical Eng. & Systems 2022-04-18 Jiangyun Li , Hong Yu , Chen Chen , Meng Ding , Sen Zha

Medical imaging plays a critical role in various clinical applications. However, due to multiple considerations such as cost and risk, the acquisition of certain image modalities could be limited. To address this issue, many cross-modality…

Image and Video Processing · Electrical Eng. & Systems 2019-07-09 Dong Nie , Lei Xiang , Qian Wang , Dinggang Shen

The Circle of Willis (CoW), vital for ensuring consistent blood flow to the brain, is closely linked to ischemic stroke. Accurate assessment of the CoW is important for identifying individuals at risk and guiding appropriate clinical…

Image and Video Processing · Electrical Eng. & Systems 2025-12-04 Wenxuan Zhang , Shuai Li , Xinyi Wang , Yu Sun , Hongyu Kang , Pui Yuk Chryste Wan , Jing Qin , Yuanpeng Zhang , Yong-Ping Zheng , Sai-Kit Lam

We present a semi-supervised domain adaptation framework for brain vessel segmentation from different image modalities. Existing state-of-the-art methods focus on a single modality, despite the wide range of available cerebrovascular…

Image and Video Processing · Electrical Eng. & Systems 2024-03-28 Francesco Galati , Daniele Falcetta , Rosa Cortese , Barbara Casolla , Ferran Prados , Ninon Burgos , Maria A. Zuluaga
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