Segmentation of Cerebral Vessels in Mouse TOF-MRA by an Attention Network
文献类型:会议论文
作者 | Wu, Yue4,5; Li, Zhixin3,4; Zhang, Jinyuan3,4; Yang, Yishuang3,4; Wang, Haiman4; Xia, Yi5; Chen, Lin2,3,4; Jiang, Yi1; Zhao, Xudong2,3,4; Zhang, Zihao2,3,4 |
出版日期 | 2023 |
会议名称 | 2023 International Conference on Image Processing, Computer Vision and Machine Learning, ICICML 2023 |
会议日期 | 2023 |
会议地点 | 不详 |
DOI | 10.1109/ICICML60161.2023.10424857 |
页码 | 191-196 |
英文摘要 | Research involving animals contributes to our comprehension of the pathology and progression of cerebrovascular diseases. Utilizing ultra-high field 3D time-of-flight magnetic resonance angiography (TOF-MRA) has facilitated noninvasive, high-resolution imaging of the vasculature in mice. Despite this advancement, there is currently a lack of tools for segmenting vasculature in 3D TOF-MRA images of mice.In this study, we introduce a novel approach employing an attention network for automatic segmentation of cerebral vessels in 11.7T TOF-MRA images of mice. The proposed method was trained and evaluated using 34 TOF-MRA volumes. In contrast to other state-of-the-art segmentation networks, our method demonstrated superior completeness in capturing cerebrovascular structures. Compared with manual labeling, the proposed method achieved a Dice similarity coefficient of 85.50%. This methodology can serve as an effective tool for angiography analysis in pre-clinical studies of cerebrovascular diseases. |
收录类别 | EI |
会议录 | 2023 International Conference on Image Processing, Computer Vision and Machine Learning, ICICML 2023 |
ISBN号 | 9798350331417 |
源URL | [http://ir.psych.ac.cn/handle/311026/47133] |
专题 | 中国科学院心理研究所 |
作者单位 | 1.Institute of Psychology Chinese Academy of Sciences Chaoyang District, Beijing, China 2.University of Chinese Academy of Sciences, Beijing, China 3.Chinese Academy of Sciences, State Key Laboratory of Brain and Cognitive Science, Institute of Biophysics, Beijing, China 4.Hefei Comprehensive National Science Center, Institute of Artificial Intelligence, Hefei, China 5.Anhui University, AHU-IAI AI Joint Laboratory, Hefei, China |
推荐引用方式 GB/T 7714 | Wu, Yue,Li, Zhixin,Zhang, Jinyuan,et al. Segmentation of Cerebral Vessels in Mouse TOF-MRA by an Attention Network[C]. 见:2023 International Conference on Image Processing, Computer Vision and Machine Learning, ICICML 2023. 不详. 2023. |
入库方式: OAI收割
来源:心理研究所
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