周然,博士,副教授,硕士生导师,省级人才,加拿大Western University访问学者,2020年毕业于华中科技大学。主要从事人工智能、医学图像处理领域的相关研究工作,在IEEE TMI、IEEE JBHI、UMB等国内外重要学术刊物和会议上发表学术论文25篇,申请发明专利5项;主持国家自然科学基金青年项目1项、湖北省自然科学基金1项、304永利集团官网入口博士启动基金1项,参与国家自然科学基金1项、高等学校博士学科点专项科研基金1项、国家级和省部级开放基金项目3项等。获304永利集团官网入口青年教师教学竞赛三等奖,指导学生在“互联网+”、计算计设计大赛等竞赛获国家级、省级、校级奖励多项。
联系方式:
邮箱:ranzhou@hbut.edu.cn
Q Q:362417727
招生专业:
计算机科学与技术、电子信息、计算机技术
主持和参与项目:
(1)混合弱监督场景下颈动脉三维超声斑块识别的关键技术研究,国家自然科学基金青年项目,2023-2025,主持;
(2)面向少量标签样本的颈动脉斑块超声图像分类算法研究,湖北省自然科学基金,2021-2023,主持;
(3)基于图卷积网络的颈动脉二维/三维超声斑块负荷自动测量方法研究,博士科研启动基金,2021-2023,主持;
(4)面向少量标记样本的深度学习图像分割算法研究,横向项目,2021-2022,主持;
(5)基于图卷积神经网络的蛋白质结构模型质量评价,国家重点实验室开放基金,2021-2022,参与;
(6)面向不可靠信息的安全半监督聚类算法研究及其应用,高层次人才科研启动基金,2020-2025,参与。
代表性论文:
(1)Ran Zhou, Fumin Guo, M. Reza Azarpazhooh, J. David Spence, Eranga Ukwatta, Mingyue Ding, Aaron Fenster. A voxel-based fully convolution network and continuous Max-Flow for carotid vessel-wall-volume segmentation from 3D ultrasound images[J]. IEEE Transactions on Medical Imaging, 2020, 39(9): 2844-2855.(SCI一区)
(2)Ran Zhou, Fumin Guo, M. Reza Azarpazhooh, Samineh Hashemi, Xinyao Cheng, J. David Spence, Mingyue Ding, Aaron Fenster. Deep learning-based measurement of total plaque area in B-mode ultrasound images[J]. IEEE Journal of Biomedical and Health Informatics, 2021, 25(8): 2967-2977.(SCI一区)
(3)Ran Zhou, Furong Wang, Xiaoyue Fang, Aaron Fenster, Haitao Gan. An adaptively weighted ensemble of multiple CNNs for carotid ultrasound image segmentation[J]. Biomedical Signal Processing and Control, 2023, 83: 104673.(SCI二区)
(4)Ran Zhou, Fumin Guo, M Reza Azarpazhooh, J David Spence, Haitao Gan, Mingyue Ding, Aaron Fenster. Carotid vessel-wall-volume ultrasound measurement via a UNet++ ensemble algorithm trained on small data sets[J]. Ultrasound in Medicine and Biology, 2023, 49(4): 1031-1036.(SCI三区)
(5)Ran Zhou, M. Reza Azarpazhooh, J. David Spence, Samineh Hashemi, Wei Ma, Xinyao Cheng, Haitao Gan, Mingyue Ding, Aaron Fenster. Deep learning-based plaque segmentation from B-mode ultrasound images[J]. Ultrasound in Medicine and Biology, 2021, 47(9): 2723-2733.(SCI三区)
(6)Ran Zhou, Yongkang Luo, Aaron Fenster, J. David Spence, Mingyue Ding. Fractal dimension based carotid plaque characterization from three-dimensional ultrasound images[J]. Medical & Biological Engineering & Computing, 2019, 57(1): 135-146.(SCI三区)
(7)Ran Zhou, Aaron Fenster, Yujiao Xia, J David Spence, Mingyue Ding. Deep learning‐based carotid media‐adventitia and lumen‐intima boundary segmentation from three‐dimensional ultrasound images [J]. Medical Physics, 2019, 46 (7): 3180-3193.(SCI三区)
(8)Haitao Gan, Zhi Yang,Ran Zhou. Adaptive safety-aware semi-supervised clustering[J]. Expert Systems with Applications, 2023, 212: 118751.(SCI一区)