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Titlebook: Left Atrial and Scar Quantification and Segmentation; First Challenge, LAS Xiahai Zhuang,Lei Li,Fuping Wu Conference proceedings 2023 The E

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发表于 2025-3-21 18:29:45 | 显示全部楼层 |阅读模式
书目名称Left Atrial and Scar Quantification and Segmentation
副标题First Challenge, LAS
编辑Xiahai Zhuang,Lei Li,Fuping Wu
视频video
丛书名称Lecture Notes in Computer Science
图书封面Titlebook: Left Atrial and Scar Quantification and Segmentation; First Challenge, LAS Xiahai Zhuang,Lei Li,Fuping Wu Conference proceedings 2023 The E
描述This book constitutes the First Left Atrial and Scar Quantification and Segmentation Challenge, LAScarQS 2022, which was held in conjunction with the 25th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2022, in Singapore, in September 2022..The 15 papers presented in this volume were carefully reviewed and selected form numerous submissions. The aim of the challenge is not only benchmarking various LA scar segmentation algorithms, but also covering the topic of general cardiac image segmentation, quantification, joint optimization, and model generalization, and raising discussions for further technical development and clinical deployment..
出版日期Conference proceedings 2023
关键词image processing; pattern recognition; image segmentation; artificial intelligence; computer vision; medi
版次1
doihttps://doi.org/10.1007/978-3-031-31778-1
isbn_softcover978-3-031-31777-4
isbn_ebook978-3-031-31778-1Series ISSN 0302-9743 Series E-ISSN 1611-3349
issn_series 0302-9743
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl
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978-3-031-31777-4The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl
发表于 2025-3-22 03:55:37 | 显示全部楼层
Left Atrial and Scar Quantification and Segmentation978-3-031-31778-1Series ISSN 0302-9743 Series E-ISSN 1611-3349
发表于 2025-3-22 05:29:41 | 显示全部楼层
https://doi.org/10.1007/978-3-031-31778-1image processing; pattern recognition; image segmentation; artificial intelligence; computer vision; medi
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发表于 2025-3-22 14:28:45 | 显示全部楼层
0302-9743 with the 25th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2022, in Singapore, in September 2022..The 15 papers presented in this volume were carefully reviewed and selected form numerous submissions. The aim of the challenge is not only benchmarkin
发表于 2025-3-22 20:17:50 | 显示全部楼层
,LASSNet: A Four Steps Deep Neural Network for Left Atrial Segmentation and Scar Quantification,erent parameters and applied data triaging. 200. late gadolinium enhancement magnetic resonance images were provided by the LAScarQS 2022 Challenge. Finally, we compared our performances for scar quantification to the literature and demonstrated improved performances.
发表于 2025-3-22 21:16:13 | 显示全部楼层
,Sequential Segmentation of the Left Atrium and Atrial Scars Using a Multi-scale Weight Sharing Netwage Dice score of 0.938 and 0.558 for the LA cavity and scars segmentation of task 1, and a Dice score of 0.846 for LA cavity segmentation of task 2. The pre-trained models, source code, and implementation details are available at
发表于 2025-3-23 02:27:56 | 显示全部楼层
Multi-depth Boundary-Aware Left Atrial Scar Segmentation Network,ated from the LA branch to the scar branch. Thus, LA scar segmentation can be performed condition on the LA boundaries regions. In our experiments, 40 labeled images were used to train the proposed network, and the remaining 20 labeled images were used for evaluation. The network achieved an average Dice score of 0.608 for LA scar segmentation.
发表于 2025-3-23 06:24:35 | 显示全部楼层
,Two Stage of Histogram Matching Augmentation for Domain Generalization: Application to Left Atrial The method is evaluated on LAScarQS 2022 data-set, acquiring average Dice of 0.87790 for LA segmentation. Besides, the two-stage network is about four times faster against a single-stage network in the test phase.
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