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助理教授

姓名:宋雪刚

职位:助理教授

邮箱:xuegang2018@szu.edu.cn

      宋雪刚,博士,深圳市高层次人才。2018年获得南京航空航天大学博士学位,同年加入红宝石官方网站hbs160生物医学工程学院汪天富和雷柏英团队从事博士后研究,2021年入职副研究员,2024年任助理教授。专注于研究深度学习算法,脑疾病早期诊断以及图像分析。近五年来,以第一作者在IEEE Transactions on Medical Imaging、Medical image analysis等国际知名期刊上发表十余篇SCI论文。是IEEE Transactions on Neural Networks and Learning Systems,Pattern Recognition,Journal of Biomedical and Health Informatics,Artificial Intelligence In Medicine,Expert Systems With Applications等多个杂志审稿人。
 

 研究方向

(1)深度学习算法。
(2)衰老,多组学,脑疾病智能诊断。

 

 科研项目:

1. 国家自然科学基金面上项目:基于多组学数据的阿尔茨海默病联邦智能诊断方法研究,62371308,49万元,2024/01-2027/12;
2.国家自然科学基金青年科学基金项目:基于多中心多模态磁共振影像的轻度认知障碍智能诊断研究,62101338,30万元,2022/01-2024/12;
3.国家重点研发计划子课题:AD/PD多组学精神影像特征的智能融合及辅助判读等关键技术研究,2022YFC2009903,22万元,2022/07-2025/6。

 

 代表性论文

 

(1)Song X(宋雪刚), Zhou F, Frangi A F, Cao J, Xiao X, Lei Y, Wang T, Lei B*. Graph convolutional network with similarity awareness and adaptive calibration for disease-induced deterioration prediction[J]. Medical Image Analysis, 2021, 69: 101947.
(2)Song X (宋雪刚), Zhou F, Frangi A F, Cao J, Xiao X, Lei Y, Wang T, Lei B*. Multi-center and multi-channel pooling GCN for early AD diagnosis based on dual-modality fused brain network[J]. IEEE Transactions on Medical Imaging, 2023, 42(2): 354-367.
(3)Song X(宋雪刚), Li H, Gao W, Chen Y, Wang T, Ma G, Lei B*. Augmented multi-center graph convolutional network for COVID-19 diagnosis[J]. IEEE Transactions on Industrial Informatics, 2021, 17(9): 6499-6509.
(4)Song X(宋雪刚), Frangi A F, Xiao X, Cao J, Wang T, Lei B*. Integrating similarity awareness and adaptive calibration in graph convolution network to predict disease[C]. 23rd International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020, 124-133.
(5)Song X(宋雪刚), Yang P, Han H, Lei B*. Research on the intelligent diagnosis of dementia[J]. The Lancet Regional Health-Americas, 2023, 17: 100421.

 

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