Title Cerebral aneurysm detection : first challenge, CADA 2020, held in conjunction with MICCAI 2020, Lima, Peru, October 8, 2020, proceedings / Anja Hennemuth, Leonid Goubergrits, Matthias Ivantsits, Jan-Martin Kuhnigk (eds.)

Published Cham : Springer, [2021]

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Description 1 online resource (x, 113 pages) : illustrations (chiefly color) Series Lecture notes in computer science ; 12643 LNCS sublibrary: SL6. Image processing, computer vision, pattern recognition, and graphics Lecture notes in computer science ; 12643. LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics. Contents Overview of the CADA Challenge at MICCAI 2020 -- Cerebral Aneurysm Detection and Analysis Challenge 2020 (CADA) -- Introduction -- CADA: Clinical Background and Motivation -- Cerebral Aneurysm Detection -- Deep Learning-Based 3D U-Net Cerebral Aneurysm Detection -- Detect and Identify Aneurysms Based on Ajusted 3D Attention Unet -- Cerebral Aneurysm Segmentation -- A$\nu$-net: Automatic Detection and Segmentation of Aneurysm -- 3D Attention U-Net with pretraining: A Solution to CADA-Aneurysm Segmentation Challenge -- Exploring Large Context for Cerebral Aneurysm Segmentation -- Cerebral Aneurysm Rupture Risk Estimation -- CADA Challenge: Rupture risk assessment using Computational Fluid Dynamics -- Cerebral Aneurysm Rupture Risk Estimation Using XGBoost and Fully Connected Neural Network -- Intracranial aneurysm rupture risk estimation utilizing vessel-graphs and machine learning -- Intracranial aneurysm rupture prediction with computational fluid dynamics point clouds Summary This book constitutes the First Cerebral Aneurysm Detection Challenge, CADA 2020, which was held in conjunction with the 23rd International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2020, in October 2020. The conference was planned to take place in Lima, Peru, and took place virtually due to the COVID-19 pandemic. The 9 regular papers presented in this volume, together with an overview and one introduction paper, were carefully reviewed and selected for inclusion in the book. The papers were organized in topical sections as follows: cerebral aneurysm detection; cerebral aneurysm segmentation; and cerebral aneurysm rupture risk estimation Notes International conference proceedings Includes author index Online resource; title from PDF title page (SpringerLink, viewed April 21, 2021) Subject Diagnostic imaging -- Digital techniques -- Congresses Intracranial aneurysms -- Imaging -- Congresses Diagnostic imaging -- Digital techniques Genre/Form proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Hennemuth, Anja, editor Goubergrits, Leonid, editor Ivantsits, Matthias, editor Kuhnigk, Jan-Martin, editor International Conference on Medical Image Computing and Computer-Assisted Intervention (23rd : 2020 : Online) ISBN 9783030728625 3030728625

Other Titles CADA 2020

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