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  • 教师信息个人照片

    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

    图像分析与处理

    职务


    所属院系

    计算机与信息学

    所属科室(研究所)

    多媒体计算研究

    职称

    副研究员


    联系方式
    办公电话
    E-mailyrguo@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(IDEA LAB)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,IEEE Transactions on Medical Imaging、Medical Image Analysis、Medical Physics、MICCAI、ISBI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青年项目一项,安徽省自然科学基金青年项目一项,指导硕士研究生4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

    ● Yanrong GuoTao ChenSemantic segmentation of RGBD images based on deep depth regression.Pattern Recognition Letters 109: 55-64, 2018

    ● Zhengwang WuYanrong GuoSang Hyun ParkYaozong GaoPei DongSeong-Whan LeeDinggang ShenRobust brain ROI segmentation by deformation regression and deformable shape model.Medical Image Analysis 43: 198-213, 2018

    ● Shijie HaoYanrong Guo, Zhongliang Wei. Lightness-aware Contrast Enhancement for Images with Different Illumination Conditions. Multimedia Tools and Applications, 2018

    ● Xiaohuan Cao, Jianhua Yang, Yaozong Gao, Yanrong Guo, Guorong Wu, Dinggang Shen.Dual-core steered non-rigid registration for multi-modal images via bi-directional image synthesis. Medical Image Analysis, 41: 18-31, 2017

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

    ● Yanrong Guo, Yaozong Gao, Yeqin Shao, True Price, Aytekin Oto, Dinggang Shen. Deformable Segmentation of 3-D MR Prostate Images via Distributed Discriminative Dictionary and Ensemble Learning. Medical Physics, vol. 41, no.7, pp.072303, 2014 

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

    ● Shunbo Hu, Lifang Wei, Yaozong Gao, Yanrong Guo, Guorong Wu, Dinggang Shen. Learningbased Deformable Image Registration for Infant MR Images in the First Year of Life. Medical Physics. 44(1):158-170, 2017

    ● Shijie Hao, Daru Pan, Yanrong Guo, Richang Hong, Meng Wang: Image detail enhancement with spatially guided filters. Signal Processing 120: 789-796 (2016)

    ● Shijie Hao, Yanrong Guo, Richang Hong, Meng Wang: Scale-Aware Spatially Guided Mapping. IEEE Multimedia 23(3): 34-42 (2016)

    ● Shaoyi Du, Yanrong Guo, Gerard Sanroma, Dong Ni, Guorong Wu, Dinggang Shen: Building dynamic population graph for accurate correspondence detection. Medical Image Analysis 26(1): 256-267 (2015)

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

    ● Yeqin Shao, Yaozong Gao, Yanrong Guo, Yonghong Shi, Xin Yang, Dinggang Shen:Hierarchical Lung Field Segmentation With Joint Shape and Appearance Sparse Learning. IEEE Trans. Med. Imaging 33(9): 1761-1780 (2014)
    ● Shijie Hao, Jianguo Jiang, Yanrong Guo, Hong Li:Active learning based intervertebral disk classification combining shape and texture similarities. Neurocomputing 101: 252-257 (2013)

    ● Shijie Hao, Jianguo Jiang, Yanrong Guo, Shu Zhan: ε-Isometry based shape approximation for image content representation. Signal Processing 93(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Graph Cuts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

    ● Yanrong Guo, Pei Dong, Guorong Wu, Weili Lin, Dinggang Shen. Longitudinal Hypergraph Learning: A Consistent Segmentation Method for Measuring the Growth Trajectory of Infant Hippocampus from Brain MR Images. In Proceedings of the 25th Annual Meeting for International Society for Magnetic Resonance in Medicine, 2017

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

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

    ● Yanrong Guo, Guorong Wu, Leah A. Commander, Stephanie Szary, Valerie Jewells, Weili Lin, Dinggang Shen: Segmenting Hippocampus from Infant Brains by Sparse Patch Matching with Deep-Learned Features. International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), vol.2, pp.308-315, 2014

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

    ● Yanrong Guo, Guorong Wu, Yakang Dai, Jianguo Jiang, Dinggang Shen. Robust Anatomical Correspondence Detection by Hierarchical Sparse Graph Matching. MICCAI Workshop on Medical Computer Vision, pp. 89-97, 2012 

    ● Yanrong Guo, Jianguo Jiang, Shijie Hao, Shu Zhan. Distribution-based Active Contour Model for Medical Image Segmentation. International Conference on Image and Graphics, pp.61-65, 2011

    ● Pei Dong*, Yanrong Guo*, Dinggang Shen, Guorong Wu.Multi-atlas and Multi-modal Hippocampus Segmentation for Infant MR Brain Images by Propagating Anatomical Labels on Hypergraph. Patch-MI@MICCAI 2015: 188-196

    ● Pei Dong, Yanrong Guo, Yue Gao, Peipeng Liang, Yonghong Shi, Qian Wang, Dinggang Shen, Guorong Wu. Segment Deep Gray Matter Nucleus from MR Images: An Automatic Computational Tool for Early Diagnosis of Parkinson's Disease. In Proceedings of the 25th Annual Meeting for International Society for Magnetic Resonance in Medicine, 2017

    ● Pei Dong, Yangrong Guo, Yue Gao, Peipeng Liang, Yonghong Shi, Qian Wang, Dinggang Shen, Guorong Wu.Multi-Atlas Based Segmentation of Brainstem Nuclei from MR Images by Deep Hyper-Graph Learning. Patch-MI@MICCAI 2016: 51-59

    ● Li Wang, Yanrong Guo, Xiaohuan Cao, Guorong Wu, Dinggang Shen:Consistent Multi-Atlas Hippocampus Segmentation for Longitudinal MR Brain Images with Temporal Sparse Representation. Patch-MI@MICCAI 2016: 34-42

    ● Zhengwang Wu, Sang Hyun Park, Yanrong Guo, Yaozong Gao, Dinggang Shen:Regression Guided Deformable Models for Segmentation of Multiple Brain ROIs. MLMI@MICCAI 2016: 237-245

    ● Minjeong Kim, Guorong Wu, Yanrong Guo, Dinggang Shen. Joint labeling of multiple regions of interest (ROIS) by enhanced auto context models. ISBI 2015: 1560-1563

    ● Yeqin Shao, Yanrong Guo, Yaozong Gao, Xin Yang, Dinggang Shen: Hippocampus Segmentation from MR Infant Brain Images via Boundary Regression. MCV@MICCAI 2015: 146-154

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

    ● Shijie Hao, Jianguo Jiang, Yanrong Guo, Shu Zhan. Intervertebral Disc Shape Analysis with Geodesic Metric in Shape Space. In Proceedings of 6th International Conference on Image and Graphics. Hefei, China, 2011 

    Book Chapters

    ● Yanrong Guo, Yaozong Gao, Dinggang Shen. Deformable MR Prostate Segmentation via Deep Feature Learning and Sparse Patch Matching pp.197–222, 2017, Academic Press.

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


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