个人信息

姓     名

郭艳蓉

性     别

出生年月


最终学位

博士

毕业学校

合肥工业大学



从事专业

图像分析处理

职务


所属院系

计算机与信息学院



所在部门

多媒体计算研究所

职称

副研究员

 联系方式

办公电话


E-mail

yrguo@hfut.edu.cn

通讯地址

安徽省合肥市丹霞西路485号合肥工业大学计算机与信息学院

邮编

230601

 简历

郭艳蓉,安徽省合肥市人。20136月于合肥工业大学获得博士学位,20138月至20169月在美国北卡大学教堂山分校图像显示增强与分析实验室(IDEALAB)从事博士后研究,201611月起于合肥工业大学计算机与信息学院从事教学与科研工作。主要研究方向为计算机视觉、医学图像分析、多媒体信息处理等,在IEEETransactions on Medical ImagingMedicalImage AnalysisMedicalPhysicsMICCAIISBI等期刊与会议发表论文三十余篇。目前主持国家自然科学基金面上项目一项、青年项目一项,安徽省自然科学基金青年项目一项,参与国家重点研发计划两项,指导硕士研究生6名。在本科教学方面承担信号与系统专业基础课的教学任务。

 研究方向

1、时空超图学习:研究多源背景下复杂图像的时空统一表示与学习模型,并应用于婴幼儿脑部早期发育过程分析之中。

2、基于卷积神经网络的深度图像预测和语义分割

 教学工作

信号与系统”(电子信息工程专业)

办公地点:合肥市丹霞路485号合肥工业大学翡翠湖校区科教楼A904

 获奖情况


 主要论著

Journals

YanrongGuo, Tao Chen. Semantic segmentation of RGBD images based on deepdepth regression.Pattern Recognition Letters 109: 55-64, 2018

ZhengwangWu, Yanrong Guo, Sang Hyun Park, Yaozong Gao, Pei Dong, Seong-WhanLee, Dinggang Shen. Robust brain ROI segmentation by deformationregression and deformable shape model.Medical Image Analysis 43:198-213, 2018

ShijieHao, Yanrong Guo, Zhongliang Wei. Lightness-aware ContrastEnhancement for Images with Different Illumination Conditions.Multimedia Tools and Applications, 2018

XiaohuanCao, Jianhua Yang, Yaozong Gao, Yanrong Guo, Guorong Wu, DinggangShen.Dual-core steered non-rigid registration for multi-modalimages via bi-directional image synthesis. Medical Image Analysis,41: 18-31, 2017

YanrongGuo, Yaozong Gao, Dinggang Shen. Deformable MR ProstateSegmentation via Deep Feature Learning and Sparse Patch Matching.IEEE Transactions on Medical Imaging, 35(4): 1077-1089,2016

YanrongGuo, Yaozong Gao, Yeqin Shao, True Price, Aytekin Oto, DinggangShen. Deformable Segmentation of 3-D MR Prostate Images viaDistributed Discriminative Dictionary and Ensemble Learning.Medical Physics, vol. 41, no.7, pp.072303, 2014

YanrongGuo, Guorong Wu, Jianguo Jiang, Dinggang Shen. Robust AnatomicalCorrespondence Detection by Hierarchical Sparse Graph Matching.IEEE Transactions on Medical Imaging, vol.32, no.2, pp.268-277,2013

ShunboHu, Lifang Wei, Yaozong Gao, Yanrong Guo, Guorong Wu, DinggangShen. Learning‐based Deformable Image Registration for Infant MRImages in the First Year of Life. Medical Physics. 44(1):158-170,2017

ShijieHao, Daru Pan, Yanrong Guo, Richang Hong, Meng Wang: Image detailenhancement with spatially guided filters. Signal Processing 120:789-796 (2016)

ShijieHao, Yanrong Guo, Richang Hong, Meng Wang: Scale-Aware SpatiallyGuided Mapping. IEEE Multimedia 23(3): 34-42 (2016)

ShaoyiDu, Yanrong Guo, Gerard Sanroma, Dong Ni, Guorong Wu, DinggangShen: Building dynamic population graph for accuratecorrespondence detection. Medical Image Analysis 26(1): 256-267(2015)

GerardSanroma, Guorong Wu, Yaozong Gao, Kim-Han Thung, Yanrong Guo,Dinggang Shen:A transversal approach for patch-based label fusionvia matrix completion. Medical Image Analysis 24(1): 135-148(2015)

YeqinShao, Yaozong Gao, Yanrong Guo, Yonghong Shi, Xin Yang, DinggangShen:Hierarchical Lung Field Segmentation With Joint Shape andAppearance Sparse Learning. IEEE Trans. Med. Imaging 33(9):1761-1780 (2014)

ShijieHao, Jianguo Jiang, Yanrong Guo, Hong Li:Active learning basedintervertebral disk classification combining shape and texturesimilarities. Neurocomputing 101: 252-257 (2013)

ShijieHao, Jianguo Jiang, Yanrong Guo, Shu Zhan: ε-Isometry based shapeapproximation for image content representation. Signal Processing93(8): 2293-2304 (2013)

郭艳蓉,蒋建国,郝世杰,詹曙.基于统计相似度的医学图像分割.中国图象图形学报,18(2):225-234, 2013

郭艳蓉,蒋建国,郝世杰,詹曙,李鸿.基于LBP特征的随机游走图像分割.电路与系统学报.18(1): 149-156, 2013.

蒋建国,郭艳蓉,郝世杰,詹曙,李鸿.贝叶斯框架下的非参数估计GraphCuts分割算法.中国图象图形学报,16(6):947-952, 2011

蒋建国,周丹凤,郝世杰,郭艳蓉,詹曙.联合骨架与边界特征的平面形状分解.中国图象图形学报,17(11):1425-1430,2012

郝世杰,蒋建国,郭艳蓉,詹曙.弹性二次曲面模型下的三维形状表现与平滑.中国图象图形学报,17(8): 1201-1208, 2012

郝世杰,蒋建国,郭艳蓉,詹曙,李鸿.结合形状与纹理特征的椎间盘退化辅助诊断.中国图象图形学报,17(9): 1168-1174, 2012

Conferences

YanrongGuo, Pei Dong, Guorong Wu, Weili Lin, Dinggang Shen. LongitudinalHypergraph Learning: A Consistent Segmentation Method forMeasuring the Growth Trajectory of Infant Hippocampus from BrainMR Images. In Proceedings of the 25th Annual Meeting forInternational Society for Magnetic Resonance in Medicine, 2017

YanrongGuo, Pei Dong, Shijie Hao, Li Wang, Guorong Wu, Dinggang Shen:Automatic Segmentation of Hippocampus for Longitudinal InfantBrain MR Image Sequence by Spatial-Temporal Hypergraph Learning.Patch-MI@MICCAI 2016: 1-8

YanrongGuo, Guorong Wu, Pew Thian Yap, Valerie Jewells, Weili Lin,Dinggang Shen: Segmentation of Infant Hippocampus using CommonFeature Representations Learned for Multimodal Longitudinal Data.International Conference on Medical Image Computing andComputer-Assisted Intervention (MICCAI), pp.63-71, 2015

YanrongGuo, Guorong Wu, Leah A. Commander, Stephanie Szary, ValerieJewells, Weili Lin, Dinggang Shen: Segmenting Hippocampus fromInfant Brains by Sparse Patch Matching with Deep-Learned Features.International Conference on Medical Image Computing andComputer-Assisted Intervention (MICCAI), vol.2, pp.308-315, 2014

YanrongGuo, Yiqiang Zhan, Yaozong Gao, Jianguo Jiang, Dinggang Shen. MRProstate Segmentation via Distributed Ddiscriminative Dictionary(DDD) Learning. International Symposium on Biomedical Imaging:From Nano to Macro (ISBI), pp.856-859, 2013

YanrongGuo, Guorong Wu, Yakang Dai, Jianguo Jiang, Dinggang Shen. RobustAnatomical Correspondence Detection by Hierarchical Sparse GraphMatching. MICCAI Workshop on Medical Computer Vision, pp. 89-97,2012

YanrongGuo, Jianguo Jiang, Shijie Hao, Shu Zhan. Distribution-basedActive Contour Model for Medical Image Segmentation. InternationalConference on Image and Graphics, pp.61-65, 2011

PeiDong*, Yanrong Guo*, Dinggang Shen, Guorong Wu.Multi-atlas andMulti-modal Hippocampus Segmentation for Infant MR Brain Images byPropagating Anatomical Labels on Hypergraph. Patch-MI@MICCAI 2015:188-196

PeiDong, Yanrong Guo, Yue Gao, Peipeng Liang, Yonghong Shi, QianWang, Dinggang Shen, Guorong Wu. Segment Deep Gray Matter Nucleusfrom MR Images: An Automatic Computational Tool for EarlyDiagnosis of Parkinson's Disease. In Proceedings of the 25thAnnual Meeting for International Society for Magnetic Resonance inMedicine, 2017

PeiDong, Yangrong Guo, Yue Gao, Peipeng Liang, Yonghong Shi, QianWang, Dinggang Shen, Guorong Wu.Multi-Atlas Based Segmentation ofBrainstem Nuclei from MR Images by Deep Hyper-Graph Learning.Patch-MI@MICCAI 2016: 51-59

LiWang, Yanrong Guo, Xiaohuan Cao, Guorong Wu, DinggangShen:Consistent Multi-Atlas Hippocampus Segmentation forLongitudinal MR Brain Images with Temporal Sparse Representation.Patch-MI@MICCAI 2016: 34-42

ZhengwangWu, Sang Hyun Park, Yanrong Guo, Yaozong Gao, DinggangShen:Regression Guided Deformable Models for Segmentation ofMultiple Brain ROIs. MLMI@MICCAI 2016: 237-245

MinjeongKim, Guorong Wu, Yanrong Guo, Dinggang Shen. Joint labeling ofmultiple regions of interest (ROIS) by enhanced auto contextmodels. ISBI 2015: 1560-1563

YeqinShao, Yanrong Guo, Yaozong Gao, Xin Yang, Dinggang Shen:Hippocampus Segmentation from MR Infant Brain Images via BoundaryRegression. MCV@MICCAI 2015: 146-154

GerardSanroma, Guorong Wu, Kim-Han Thung, Yanrong Guo, Dinggang Shen.Novel Multi-Atlas Segmentation by Matrix Completion. MLMI 2014:207-214

ShijieHao, Jianguo Jiang, Yanrong Guo, Shu Zhan. Intervertebral DiscShape Analysis with Geodesic Metric in Shape Space. In Proceedingsof 6th International Conference on Image and Graphics. Hefei,China, 2011

BookChapters

YanrongGuo, Yaozong Gao, Dinggang Shen. Deformable MR ProstateSegmentation via Deep Feature Learning and Sparse Patch Matchingpp.197–222, 2017, Academic Press.

YaozongGao, Yanrong Guo, Yinghuan Shi, Shu Liao, Jun Lian, Dinggang Shen.Image-Guided Radiotherapy with Machine Learning. Machine Learningin Radiation Oncology, pp.157-192, 2015, Springer Press.