隋堯
職稱：助理教授、副研究員、博士生導師
辦公地點：北京大學醫學部醫學科技樓西樓5層
郵箱：suiyao@hsc.pku.edu.cn
個人簡介
北京大學健康醫療大數據國家研究院助理教授、副研究員、博士生導師。研究方向為計算神經成像，專注于人工智能與醫學影像交叉學科的教學、科研、及臨床轉化工作。本科畢業于中國農業大學應用物理系，碩士畢業于北京大學軟件與微電子學院，博士畢業于清華大學電子工程系。加入北京大學前，于哈佛大學醫學院放射學系任教研系列講師、哈佛大學附屬波士頓兒童醫院計算放射學實驗室研究科學家。作為核心成員參與多項由美國國立衛生研究院（NIH）、美國國家航空航天局（NASA）、國家自然科學基金委等重點資助的項目。在IEEE TMI、NeuroImage、IEEE TCI、IJCV、IEEE TIP、IEEE TCyb等國際期刊及ICCV、ECCV、MACCAI等國際會議上發表同行評議論文30余篇，其中第一作者20余篇。擔任國際人工智能會議AAAI資深組委會成員；國際會議CVPR、ICCV、ECCV、ICLR、NeurIPS、MACCAI等組委會成員；國際期刊IEEE TMI、IEEE TCI、IEEE TCyb、IEEE TNNLS、IEEE TGRS、IEEE TCSVT、MedIA、PR等審稿人。
主要研究方向
· 計算神經成像：人工智能與醫學影像的前沿交叉領域
o 磁共振神經成像：腦功能成像、腦解剖結構成像、定量成像與重建、運動魯棒成像
o 機器學習與計算機視覺：統計學習、深度學習、無監督學習、圖模型、逆問題、子空間分析、最優化方法
· 臨床轉化：輔助臨床決策、手術規劃、術后評估
· 數據驅動的計算神經科學：腦認知原理、腦疾病防控與干預
代表性論文
1. Yao Sui, Onur Afacan, Camilo Jaimes, Ali Gholipour, and Simon K. Warfield. “Scan-Specific Generative Neural Network for MRI Super-Resolution Reconstruction.” IEEE Transactions on Medical Imaging (TMI), 2022, 1-17.
2. Yao Sui, Onur Afacan, Camilo Jaimes, Ali Gholipour, and Simon K. Warfield. “Gradient-Guided Isotropic MRI Reconstruction from Anisotropic Acquisitions.” IEEE Transactions on Computational Imaging (TCI), 2021, 7: 1240-1253.
3. Yao Sui, Onur Afacan, Ali Gholipour, and Simon K. Warfield. “Fast and High-Resolution Neonatal Brain MRI through Super-Resolution Reconstruction from Acquisitions with Variable Slice Selection Direction.” Frontiers in Neuroscience, 2021, 15, 636268: 1-15.
4.Yao Sui, Onur Afacan, Ali Gholipour, and Simon K. Warfield. “MRI Super-Resolution Through Generative Degradation Learning.” International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Strasbourg, France, September 27-October 1, 2021.
5.Yao Sui, Onur Afacan, Ali Gholipour, and Simon K. Warfield. “SLIMM: Slice Localization Integrated MRI monitoring.” NeuroImage, 2020, 223(12) 117280: 1-16.
6.Yao Sui, Onur Afacan, Ali Gholipour, and Simon K. Warfield. “Learning a Gradient Guidance for Spatially Isotropic MRI Super-Resolution Reconstruction.” International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lima, Peru, October 4-8, 2020.
7.Yao Sui, Ziming Zhang, Guanghui Wang, Yafei Tang, and Li Zhang. “Exploiting the Anisotropy of Correlation Filter Learning for Visual Tracking.” International Journal of Computer Vision (IJCV), 2019, 127(8): 1084-1105.
8.Yao Sui, Guanghui Wang, and Li Zhang. “Sparse Subspace Clustering via Low-Rank Structure Propagation.” Pattern Recognition (PR), 2019, 95: 261-271.
9.Yao Sui, Onur Afacan, Ali Gholipour, and Simon K. Warfield. “Isotropic MRI Super-Resolution Reconstruction with Multi-Scale Gradient Field Prior.” International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Shen Zhen, China, October 13-17, 2019.
10.Yao Sui, Guanghui Wang, Li Zhang, and Ming-Hsuan Yang. “Exploiting Spatial-Temporal Locality of Tracking via Structured Dictionary Learning.” IEEE Transactions on Image Processing (TIP), 2018, 27(3): 1282-1296.
