肖立  副研究员  

研究方向:人工智能;医疗影像;生物医学大数据分析

所属部门:智能信息处理重点实验室

导师类别:硕导计算机应用技术

联系方式:xiaoli@ict.ac.cn

个人网页:

简       历:

2017年6月—今:中国科学院计算技术研究所,副研究员

2012年9月—2017年5月:美国加州大学欧文分校,生物医学工程,博士

2010年9月—2012年6月:美国明尼苏达大学,心理学(计算听觉),硕士

2006年9月—2010年6月:清华大学,数学物理基础科学,本科

主要论著:

会议文章:
[1] L. Xiao, Y. Peng, L. Jeff, Z. Ke, S. Yang. Training Artificial Neural Networks by Generalized Likelihood Ratio Method: An Effective Way to Improve Robustness. IEEE 16th International Conference on Automation Science and Engineering (CASE), 2020.
[2] L. Xiao, C. Zhu, J. Liu, C. Luo, P. Liu, Y. Zhao, Learning from Suspected Target: Bootstrapping Performance for Breast Cancer Detection in Mammography. MICCAI. 2019 
[3] L. Xiao, C. Luo, Y. Luo, T. Yu, C. Tian, J. Qiao, Y. Zhao, DeepACE: Automated Chromosome Enumeration in Metaphase Cell Images Using Deep Convolutional Neural Networks. MICCAI. 2019
[4] B.Zheng, L. Xiao, G.Yang, T. Qin, Online posted-Price Mechanism with a finite-difference horizon, short paper in AAMAS, 2016 
期刊文章:
[1] L. Xiao, C. Luo, T. Yu, Y. Luo, M. Wang, F. Yu, Y. Li, C. Tian, J. Qiao, DeepACEv2: Automated Chromosome Enumeration in Metaphase Cell Images Using Deep Convolutional Neural Networks, IEEE Transaction on Medical Imaging, 2020(Impact Factor: 7.816)
[2] B. Wang#, L. Xiao#, Y. Liu, J. Wang, B. Liu, T. Li, X. Ma, Y. Zhao, Application of a deep convolutional neural network in the diagnosis of neonatal ocular fundus hemorrhage, Bioscience Reports, 38,2018
[3] H. Li, L. Xiao, L. Zhang, J. Wu, B. Wei, N. Sun, Y. Zhao, FSPP: A Tool for Genome-Wide Prediction of smORF-Encoded Peptides and Their Functions, Frontiers in Genetics, 9(96), 2018
[4] L. Xiao, R. Luo, Exploring A Multi-Scale Method for Molecular Simulations in Continuum Solvent Model: Explicit Simulation of Continuum Solvent As An Incompressible Fluid, J. Chem. Phys., 147: 214112,2017 
[5] L.Xiao, J. Diao, D. Greene, J. Wang, R. Luo, A Continuum Poisson-Boltzmann Model for Membrane Channel Proteins, J. Chem. Theory. Comput. 2017 
[6] C.Wang, L. Xiao, R. Luo, Numerical Interpretation of Molecular Surface Field in Dielectric Modeling of Solvation, J. Comput. Chem. 2017 
[7] D.Greene,W. Smith,A. Follmer, L. Xiao, E. Lambros, R. Luo, Modeling Membrane Protein–Ligand Binding Interactions: The Human Purinergic Platelet Receptor, J.Phys.Chem.B, 120: 12293–12304.2016 
[8] L.Xiao, C.Wang, Y.Xiang, R. Luo, A Charge Central Interpretation of the Full Nonlinear PB Equation: Implications to Accurate and Scalable Modeling of Solvation Interactions, J.Phys.Chem.B, 120: 8707–8721.2016 
[9] Z.L. Li, L. Xiao, Q. Cai, H.K. Zhao, R. Luo, A semi-implicit augmented IIM for Navier-Stokes equations with open and traction boundary conditions, J.Comp.Chem.,297:182-193,2015 
[10] L.Xiao, Q. Cai, Z.L. Li, H.K. Zhao, R. Luo, A multi-Scale method for dynamics simulation in continuum solvents I: finite difference algorithm for Navier-Stokes equation, Chem.Phys.Lett., 32564:1-8.2014 
[11] L.Xiao, C. Wang, R. Luo, Recent Progress in Adapting Poisson-Boltzmann Methods to Molecular Simulation, J.Theo.Comp.Chem., 13:1430001, 2014 
[12] L.Xiao, Q. Cai, X. Ye, J. Wang, R. Luo, Electrostatic Forces in the Poisson-Boltzmann Systems, J. Chem. Phys., 139:094106, 2013 
[13] C.Mcheyl, L.Xiao, A.J. Oxeham, Characterizing the Dependence of Pure-Tone Frequency Difference Limens on Frequency, Duration and Level, Hearing Res., 292:1-13, 2012
应用软件 
AMBER 2019 Reference Manual, University of California, San Francisco.
AMBER 2018 Reference Manual, University of California, San Francisco.
AMBER 2017 Reference Manual, University of California, San Francisco.
AMBER 2016 Reference Manual, University of California, San Francisco.

科研项目:

[1] 项目:人工智能在医学影像分析中的应用,中国科学院计算技术研究所所创新项目,负责人;
[2] 项目:AMBER FORCE FIELD CONSORTIUM: A COHERENT BIOMOLECULAR SIMULATION PLATFORM,美国国家卫生研究所项目,主要参与人;
[3] 项目:AMBER/PBSA: AN OPEN-SOURCE COMPUTER PROGRAM FOR ACCURATE AND SCALABLE SOLVATION ANALYSIS OF BIOMOLECULES,美国国家卫生研究所项目,主要参与人;
[4] 项目:COMPLEX PITCH PERCEPTION IN COMPLEX ENVIRONMENT,美国国家卫生研究所项目,主要参与人。

获奖及荣誉:

2019全国医疗人工智能创新奖

2018阿里全球深度学习挑战赛复赛#1,决赛#2/3000(带队老师)

2016年国家优秀自费留学生奖学金

2015年获加州大学欧文分校Justine Lambert 奖——研究生基础科学领域论文优胜奖

2014、2015年连续两年获得中华科工会优秀学生学者奖学金

两届全国中学生物理竞赛决赛银牌,高二时即获得清华大学免试录取资格(当届学生中排名全国第二)