Hu Jinrong, Doctor of Engineering, Associate Professor;
Email: hjr@cuit.edu.cn
Research and postgraduate enrollment direction:
1. Artificial intelligence
2. Digital Image Processing
3. Multi source data fusion
Profile:
Associate Professor Hu Jinrong obtained her doctorate in computer science and technology from Sichuan University in 2012. Her main research interests are artificial intelligence, digital image processing, and the theory and application of meteorological multi-source and multimodal data fusion analysis technology. She is a member of the Chinese Computer Society, a member of the Chinese Stereoscopic Society, and a vice chairman of the Natural Language Processing Committee of the Sichuan Computer Society. As the person in charge, she presided over more than 10 national, provincial and ministerial scientific research projects, including subprojects of the national key research and development program, projects of the National Natural Science Foundation of China, Chunhui Program of the Ministry of Education, and key research and development projects of the Science and Technology Department of Sichuan Province. She published more than 30 papers in domestic and foreign core academic journals and international conferences, including more than 20 papers indexed by SCI and EI. It has won 5 national invention patents and 1 first prize of Sichuan Computer Science and Technology Award.
Currently undertaking scientific research projects:
Vertical project
1. Key R&D project of Sichuan Provincial Department of Science and Technology, 2022YFQ0073, speaker recognition research and verification platform construction in complex environment, 2022/01-2023/12, under research, project leader
2. Key Open Laboratory Project of Cloud and Fog Physical Environment of China Meteorological Administration, 2020Z00722, Research on Intelligent Classification and Application of Ice and Snow Crystal Particle Shape, 2021/07-2023/07, under research, project leader
3. Key special project of national key R&D plan "Global Change and Response", 2020YFA0608000, research on development of deep neural network prediction model and correction method of dynamic model results, 2020/08-2025/04, under research, sub project leader
4. Science and Technology Support Plan Project of Sichuan Provincial Science and Technology Department, 2016RZ0051, Research on Hyperspectral Remote Sensing Image Denoising, 2016/03-2018/02, concluded, project leader
5. Chunhui Program of the Ministry of Education, Z2015108, Research on the Application of Non local Mean Value Theory in DTI Data Denoising, 2016/01-2017/12, conclusion, project leader
6. National Natural Science Foundation of China Youth Fund Project, 13226700, Research on Non local Average Image Denoising Algorithm, 2014/01-2016/12, conclusion, project leader
Horizontal projects
1. China Academy of Meteorological Sciences, Lushan Cloud and Fog Observation Data Set Construction, 2020/10-2021/09, conclusion, project leader
2. Institute of Traditional Chinese Medicine Information, Chinese Academy of Traditional Chinese Medicine, 3D visualization system for clinical data of dermatology, 2020/10-2021/01, conclusion, project leader
3. Chengdu Xinwei Vision Technology Co., Ltd., online transaction supervision platform, November 2022/10, 2019, under research, project leader
4. Chengdu Yuanshu Technology Co., Ltd., intelligent extraction system for key content of massive audio and video data, December 2011/11, 2011, conclusion, project leader
Current teaching:
1. Artificial Intelligence, postgraduate
2. Digital Image Processing, postgraduate
3. Compilation Technology, undergraduate
Papers published in recent 5 years (* is the corresponding author):
(1) Yajun Du, Yakun Wang, Jinrong Hu, Xianyong Li, Xiaoliang Chen. An emission role mining approach based on multiple allowable learning in social networks, Information Fusion, 2022, 88:100-114 (SCI Zone 1)
(2) Jinrong Hu; Lujin Li; Ying Fu; Maoyang Zou; Jiliu Zhou; Shanhui Sun ; Optical Flow with L learning Feature for Deformable Medical Image Registration, CMC-COMPUTERS MATERIALS&CONTINUA, 2021.12, 71 (2): 2773-2788 (SCI Zone 3)
(3) Dequan Li, Jiming Li, Xu Zhou, Jinrong Hu, Xin Wang, Jing Duan. FACT: An Air Ground communication framework for seeing quality control of aircraft, Computer Systems Science and Engineering, 2021.10, 41 (2): 539-555 (SCI Zone 4)
(4) Mengyuan Liao, Jing Duan, Rong Zhang, Xu Zhou, Xi Wu, Xin Wang, Jinrong Hu. A Hypergraph Embedded Collaborative Neural Network for Ice Crystal Particle Habit Classification, Intelligent Automation&Soft Computing, 2021.07, 29 (3): 787-801 (SCI Zone 4)
(5) Jinrong Hu; Lujin Li; Wenyi Yang; Zhe Wang; Junhui Wang; Yan Zhu ; AcuRegions: A New Cutaneous Region Model Based on Points and Its Application, Intelligent Automation&Soft Computing, 2021, 28 (3): 785-795 (SCI Zone 4)
(6) Qing Li, Yajun Du, ZhaoYan Li, Jinrong Hu, Ruilin Hu, Bingyan Lv and Peng Jia. HK-SEIR Model of Public Opinion Evolution Based on Communication Factors. Engineering Applications of Artificial Intelligence, 100:1-132021. (SCI Zone 2)
(7) Jinrong Hu, Yajun Du and Jia Liu. Detecting and Evolving Microblog Community Based on Structure and Gravity Cohesion. IEEE Access, volume 8, 176624-176639, 2020 (SCI Zone 3)
(8) Jinrong Hu, Zhiqin Lei, Xiaoying Li, Yongqun He and Jiliu Zhou. Ultrasound Speckle Reduction Based on Histogram Curve Matching and Region Growing. Computers, Materials and Continua, 65 (1): 705-722, 2020 (SCI Zone 3)
(9) Jinrong Hu, Shanhui Sun, Xiaodong Yang, Shuang Zhou, Xin Wang, Ying Fu, Jiliu Zhou, Youbing Yin, Kunlin Cao, Qi Song, and Xi Wu. Towards Accurate and Robust Multi-modal Medical Image Registration using Contrastive Metric Learning. IEEE Access, vol 7132816-1328272019. (SCI Zone 3)
(10) Maosong Ran, Jinrong Hu, Yang Chen, Huaiqiang Sun, Jiliu Zhou, Yi Zhang. Denoising of 3D magnetic resonance images using a residual encoder-decoder Wasserstein generative adversarial network. Medical Image Analysis, pp. 165-180, vol. 55, 2019 (SCI Zone 1)
(11) Yuhan Zhang, Zhipeng Yang, Jinrong Hu, Shurong Zou, and Ying Fu. MRI Denoising Using Low Rank Prior and Sparse Gradient Prior. IEEE Access, volume 7, 2019. (SCI Zone 3)
(12) Maoyang Zou, Jinrong Hu, Huan Zhang, Xi Wu, Jia He, Zhijie Xu, Yong Zhong. Rigid Medical Image Registration Using Learning-Based Interest Points and Features. Computers, Materials and Continua 58 (2): 511-525, 2019. (SCI Zone 3)
(13) Shanhui Sun, Jing Hu, Mingqing Yao, Jinrong Hu, Xiaodong Yang, Qi Song, Xi Wu. Robust Multimodal Image Registration using Deep Recurrent Reinforcement Learning. The 14th Asian Conference on Computer Vision (ACCV2018), Perth, 2018.12.04-2018.12.06.
(14) Jinrong Hu, Jiliu Zhou, Xi Wu. Non-local MRI denoising Using Random Sampling. Magnetic Resolution Imaging, 34 (7): 990-999, 2016 (SCI Zone 3)
(15) Xiaoming Wang, Jinrong Hu, Zengxi Huang. Minimum class variance support vector ordinal regression. International Journal of Machine Learning&Cybernetics, 8 (6): 1-10, 2016. (SCI Zone 4)
(16) Jinrong Hu, Yifei Pu, Xi Wu, Yi Zhang, Jiliu Zhou. An improved DCT-based non-local means filter for MR images denoising. Computational and Mathematical Methods in Medicine. Vol. 2012, 2012 (SCI Zone 4)
(17) 张家岗, 李达平, 杨晓东, 邹茂扬, 吴锡, 胡金蓉. 基于深度卷积特征光流的形变医学图像配准算法. 计算机应用, 40(6):1799-1850, 2020（核心）
(18) 胡金蓉, 邹茂扬, 文武, 周子龙. 大数据驱动的学习分析技术研究进展. 现代电子技术, 43(18):54-58, 2020（核心）
(19) 胡金蓉, 蒲亦非, 周激流. 分数阶积分的图像去噪算法. 电子科技大学学报(自科版). 41(5),p706-711,2012（EI）
(20) 胡金蓉, 蒲亦非, 张意, 周激流. DCT子空间的非局部均值去噪算法. 计算机辅助设计与图形学学报. 24(1), p89-96, 2012（EI）
Invention patent:
1）段婧，廖梦媛，李德泉，吴锡，胡金蓉. 嵌入超图卷积层的深度学习冰晶粒子图像分类方法，发明专利，专利号: ZL202110343928.X
（2）胡金蓉, 李达平, 雷志琴, 吴锡, 周激流. 基于深度学习特征光流的医学图像形变配准方法及系统. 发明专利, 专利号: ZL201911413634.9
（3）胡金蓉, 杨晓东, 吴锡, 周激流. 基于形状自适应搜索窗口的非局部均值去噪方法. 发明专利, 专利号: ZL201810667226.5
(4) 张永清，耿天玉，胡金蓉，符颖，郜东瑞，赵长名. 基于独立分量分析网络的人脸识别方法. 发明专利，专利号: ZL201710620955.0
（5）蒲亦非, 胡金蓉, 周激流. 实时高效的数字图像分数阶积分滤波器. 发明专利, 专利号: ZL201010147493.3
Scientific research awards:
First prize of Sichuan Computer Science and Technology Award, research and application of artificial intelligence in medical image imaging and analysis, ranking 7 in 2021