易玉根

---------------------------------------------------------------------------------------------------------------------

姓  名：易玉根 职  务：省市重点实验室副主任 职  称：副教授 学  历：博士 学  位：研究生 邮  箱：yiyg510@jxnu.edu.cn 研究方向：人工智能、深度学习、医学图像处理等 电     话：15079152346  微信号：15843108818

----------------------------------------------------------------------------------------------------------------------

招生专业及方向：电子信息专硕（方向：人工智能、软件工程）

学硕：管理科学与工程（方向：信息管理系统）学硕：计算机科学与技术

----------------------------------------------------------------------------------------------------------------------

本科    2005-2009    东北师范大学        计算机科学与技术专业

硕士    2009-2012    东北师范大学        计算机应用技术专业

博士    2012-2016    东北师范大学        应用数学专业

----------------------------------------------------------------------------------------------------------------------

201602-202012江西师范大学        软件学院               讲师

202101-202505江西师范大学        软件学院               副教授

202506-至今江西师范大学        人工智能学院           副教授

----------------------------------------------------------------------------------------------------------------------

本科生课程：机器学习与深度学习、Python机器学习实战、PyTorch深度学习实战

研究生课程：数据挖掘、人工智能专题、特征工程与深度学习

----------------------------------------------------------------------------------------------------------------------

[13]国家自然科学基金地区科学基金项目，62062040，面向视网膜影像的无源域自适应分割关键技术研究，2026/01-2029/12，32

，主持，在研

[12]国家自然科学基金地区科学基金项目，62062040，基于彩色眼底图像的青光眼辅助诊断关键技术研究，2021/01-2024/12，37万，主持，结题

[11]江西省主要学科学术和技术带头人培养计划--青年人才项目，20212BCJ23017，基于人工智能的青光眼疾病智能诊断方法研究，2022/01-2025/12，30万，主持，在研

[10]江西省杰出青年基金项目，20212ACB212003，多视角数据深度特征表示关键技术研究，2022/01-2025/12，20万，主持，在研

[9]国家自然科学基金地区科学基金项目，61962026，面向大规模实时视频分发的多路径传输鲁棒性建模及优化研究，2020/01-2023/12，35万，参与，结题

[8]国家自然科学基金地区科学基金项目，61967010，课堂环境下基于自然感知的多模态学习兴趣水平检测研究，2020/01-2023/12，34万，参与，结题

[7]国家自然科学基金地区科学基金项目，61762050，基于手绘草图交互的三维服装模型细粒度检索方法研究，2018/01-2021/12，37万元，参与，结题

[6]国家自然科学基金地区科学基金项目，71762018，在线用户创新社区用户贡献价值：产品消费和创新采纳的形成机理研究，2018/01-2021/12，参与，结题。

[5]国家自然科学基金青年科学基金项目，61602221，基于自适应图与维数约简的半监督学习研究，2017/01-2019/12，20万元，主持，结题

[4]江西省科技厅青年基金项目，20171BAB212009，基于主动学习与自适应图的半监督图像分类研究，2017/01-2019/12，6万元，主持，结题

[3]国家自然科学基金青年基金项目，61602222，基于深度学习的数据驱动三维动画生成方法的研究，2017/01-2019/12，20万元，参与，结题

[2]国家自然科学基金青年基金项目，61403078，基于图优化模型的多视角数据维数约简技术研究，2015/01-2017/12，24万元，参与，结题

[1] 2019年入选江西师范大学青年英才培养计划

----------------------------------------------------------------------------------------------------------------------

*通讯作者，#研究生

详细信息可访问谷歌学术主页：

https://scholar.google.com/citations?user=io3RD0gAAAAJ&hl=zh-CN

[44]Xiaomei Huang, Zhiheng Zhou, Jianjun Li, Neal N Xiong*, Yugen Yi*, Jin Liu, Guoqiong Liao. An Effective Multi-Scale Contrastive Learning System for Online Group Recommendation Services in Event-Based Social Networks [J]. IEEE Transactions on Services Computing, 2025: 1-15. 中科院2区 SCI期刊，CCF A类期刊

[43] Yugen Yi, Panpan Zhao^#(研究生), Hui Sheng^#(研究生), Min Liu^#(研究生), Shicheng Li^#(研究生), Jiangyan Dai, Jun Kong, Shaojie Qiao*. DSDCLNet: Dual-stream encoder and dual-level contrastive learning network for supervised multivariate time series classification[J]. Knowledge-Based Systems, 2025, 318: 113474.中科院1区TOP SCI期刊 CCF C类期刊

[42] Pengfei Wang, Shuhan Liu, Qiang Li, Yugen Yi, Jianzhong Wang. MG-Mono: A Lightweight Multi-Granularity Method for Self-Supervised Monocular Depth Estimation [J]. Pattern Recognition, 2026: 112223. 中科院1区TOP SCI期刊 CCF C类期刊

[41]Wei Zhou, Guilin Guan, Yugen Yi, Wei Cui, Yixin Chen. Progressive pseudo-labels enhancement for source-free domain adaptation medical image segmentation[J]. Biomedical Signal Processing and Control, 109, 108053.中科院2区 SCI期刊

[40]Yugen Yi*, Bin Zhou^#(研究生), Yangtao Hu, Siwei Luo, Jin Gao, Yirui Jiang, Xinping Rao, Wei Zhou*. MACFNet: Multi-attention cross-scale fusion network for OD and OC segmentation[J]. Biomedical Signal Processing and Control, 110, 108311. 中科院2区 SCI期刊

[39]Yugen Yi*, Ningyi Zhang^#(研究生), Zehui Zhang^#(研究生), Yijian Fu^#(研究生), Lei Chen, Jianzhong Wang*. EMLFCL: An Efficient Multilevel Fusion Contrastive Learning for Multiview Clustering[J]. IEEE Transactions on Neural Networks and Learning Systems, 2025:1-15.中科院1区TOP SCI期刊 CCF B类期刊

[38]Yugen Yi, Yi He^#(研究生), Hong Li^#(研究生), Xuan Wu^#(研究生), Jiangyan Dai*, Siwei Luo, Quancai Li, Wei Zhou*. MFNet: Multi-Fusion Network for Medical Image Segmentation[J]. Digital Signal Processing, 2025: 105219.中科院3区SCI期刊 CCF C类期刊

[37] Yugen Yi, Xuan Wu^#(研究生), Yi He^#(研究生), Han Wu^#(研究生), Bin Zhou^#(研究生), Siwei Luo, Jiangyan Dai*, Yingkui Du,Wei Zhou*. Windowed axial shuffle attention networks for medical image segmentation[J]. Biomedical Signal Processing and Control, 2025, 102: 107341.中科院2区SCI期刊

[36]Runing Li, Jiangyan Dai*, Qibing Qin, Chengduan Wang, Huihui Zhang, Yugen Yi. Texture and Structure-Guided Dual-Attention Mechanism for Image Inpainting[J]. ACM Transactions on Multimedia Computing, Communications and Applications, 2025. CCF B 类 SCI期刊

[35] Wei Zhou, Guilin Guan^#(研究生), Wei Cui, Yugen Yi*. BiASAM: Bidirectional-Attention Guided Segment Anything Model for Very Few-Shot Medical Image Segmentation[J]. IEEE Signal Processing Letters, 2025, 32: 246 - 250. 中科院3区SCI期刊

[34] Xinping Rao, Le Qin, Yugen Yi, Jin Liu, Gang Lei, Yuanlong Cao. A Novel Adaptive Device-Free Passive Indoor Fingerprinting Localization Under Dynamic Environment[J]. IEEE Transactions on Network and Service Management, 2024, 21(6):6140 - 6152.中科院2区SCI期刊

[33] Xinping Rao, Litao Huang^#(研究生), Lianghuang Huang^#(研究生), Min Yu, Yugen Yi*. WiFi-based Device-free Passive Multi-targets Localization Using Multi-Label Learning[J]. IEEE Communications Letters, 2024, 28(9):2076 - 2080.中科院3区SCI期刊

[32] Wei Zhou, Yingyuan Wang^#(研究生), Lina Zuo^#(研究生), Yuan Gao, Yugen Yi*. High-level vision task-driven infrared and visible image fusion approach: Progressive semantic enhancement based multi-scale cross-modality interactive network[J]. Measurement, 2024, 237: 114977.中科院2区TOP SCI期刊

[31]Wei Zhou, Jianhang Ji^#(研究生), Wei Cui, Yingyuan Wang^#(研究生), Yugen Yi*. Unsupervised domain adaptation fundus image segmentation via multi-scale adaptive adversarial learning[J]. IEEE Journal of Biomedical and Health Informatics, 2024, 28(10): 5792-5803.中科院2区TOP SCI期刊

[30]Xinping Rao, Yingkui Du, Le Qin, Yong Luo, Yugen Yi*. Novel Robust Wi-Fi Based Device-Free Passive Multi-Target Indoor Localization Using Multi-Label Learning and Unsupervised Domain Adaptation[J]. IEEE Internet of Things Journal, 2024, 12(7):8394 - 8405.中科院1区TOP SCI期刊

[29]Longjun Huang, Ningyi Zhang^#(研究生), Yugen Yi*, Wei Zhou, Bin Zhou^#(研究生), Jiangyan Dai, Jianzhong Wang. SAMCF: Adaptive Global Style Alignment and Multi-Color Spaces Fusion for Joint Optic Cup and Disc Segmentation[J]. Computers in Biology and Medicine, 2024: 108639. 中科院2区TOP SCI期刊

[28] Min Liu^# (研究生), Hui Sheng^#(研究生), Ningyi Zhang^#(研究生), Panpan Zhao^#(研究生), Yugen Yi, Yirui Jiang, Jiangyan Dai. DSDCLNet: Dual-stream encoder and dual-level contrastive learning network for supervised multivariate time series classification[J]. Knowledge-Based Systems, 2024, 292: 111638.中科院1区TOP SCI期刊 CCF C类期刊

[27]Yugen Yi, Ningyi Zhang^#(研究生), Wei Zhou, Yanjiao Shi, Gengsheng Xie, Jianzhong Wang. GPONet: A Two-Stream Gated Progressive Optimization Network for Salient Object Detection[J]. Pattern Recognition, 2024: 110330. 中科院1区TOP SCI期刊 CCF B类期刊

[26] Shicheng Li^#(研究生), Xiaoyong Huang, Zhonghou Cheng, Wei Zou, Yugen Yi. AE-ACG: A novel deep learning-based method for stock price movement prediction[J]. Finance Research Letters, 2023: 104304.中科院2区TOP SSCI期刊

[25] Wei Zhou, Weiqi Bai(研究生), Jianhang Ji(研究生), Yugen Yi*, Ningyi Zhang^#(研究生), Wei Cui*. Dual-path multi-scale context dense aggregation network for retinal vessel segmentation[J]. Computers in Biology and Medicine, 2023, 164: 107269.中科院2区TOP SCI期刊

[24] Yugen Yi, Yan Jiang^#(研究生), Bin Zhou^#(研究生), Ningyi Zhang^#(研究生), Jiangyan Dai^*, Xin Huang, Qinqin Zeng, Wei Zhou^*. C2FTFNet: Coarse-to-fine transformer network for joint optic disc and cup segmentation [J]. Computers in Biology and Medicine, 2023, 164: 107215.中科院2区TOP SCI期刊

[23] Yugen Yi, Shumin Lai^#(研究生), Shicheng Li^#(研究生), Jiangyan Dai^*, Wenle Wang, Jianzhong Wang^*. RRNMF-MAGL: Robust regularization non-negative matrix factorization with multi-constraint adaptive graph learning for dimensionality reduction [J]. Information Sciences, 2023, 640: 119029.中科院1区TOP SCI期刊

[22] Hui Sheng^#(研究生), Min Liu^#(研究生), Jiyong Hu^#(研究生), Ping Li*, Yali Peng, Yugen Yi*. LA-ESN: A Novel Method for Time Series Classification [J]. Information, 2023, 14(2): 67.

[21] Shumin Lai^#(研究生), Longjun Huang*, Ping Li, Zhenzhen Luo, Jianzhong Wang, Yugen Yi*. RMFRASL: Robust Matrix Factorization with Robust Adaptive Structure Learning for Feature Selection[J]. Algorithms, 2022, 16(1): 14.

[20] Yugen Yi, Changlu Guo*(研究生), Yangtao Hu*, Wei Zhou, Wenle Wang. BCR-UNet: Bi-directional ConvLSTM residual U-Net for retinal blood vessel segmentation[J].Frontiers in Public Health, 2022, 10: 1056226.

[19]Yugen Yi, Shumin Lai^#(研究生), Wenle Wang, Shicheng Li^#(研究生), Renbo Zhang^#(研究生), Yong Luo, Wei Zhou^*, Jianzhong Wang^*. SDNMF: Semisupervised discriminative nonnegative matrix factorization for feature learning[J]. International Journal of Intelligent Systems, 2022, 37(12): 11547-11581.中科院2区TOP期刊

[18] Wei Zhou, Yuhan Peng(研究生), Jianhang Ji(研究生), Jikun Yang(研究生), Weiqi Bai(研究生), Yugen Yi^*, Wenle Wang. RMSDSC‐Net: a robust multiscale feature extraction with depthwise separable convolution network for optic disc and cup segmentation[J]. International Journal of Intelligent Systems, 2022, 37(12): 11482-11505.中科院2区TOP期刊

[17] Wenle Wang, Wei Zhou, Jianhang Ji, Jikun Yang, Wei Guo, Zhaoxuan Gong, Yugen Yi^#, Jianzhong Wang. Deep sparse autoencoder integrated with three‐stage framework for glaucoma diagnosis[J]. International Journal of Intelligent Systems, 2022, 37(10): 7944-7967.中科院2区TOP期刊

[16] Yu Chen^#, Ruixin Fang^#, Ting Liang^#, Zongyu Sha^#, Shicheng Li^#, Yugen Yi^*, Wei Zhou, Huilin Song. Stock price forecast based on CNN-BiLSTM-ECA Model[J]. Scientific Programming, 2021, 2021: 1-20.

[15] Shicheng Li^#, Shumin Lai^#, Yan Jiang^#, Wenle Wang, Yugen Yi*. Graph regularized deep sparse representation for unsupervised anomaly detection[J]. Computational Intelligence and Neuroscience, 2021, 2021: 1-19.

[14]Shicheng Li^#, Qinghua Liu*, Jiangyan Dai, Wenle Wang, Xiaolin Gui, Yugen Yi*. Adaptive-weighted multiview deep basis matrix factorization for multimedia data analysis[J]. Wireless Communications and Mobile Computing, 2021, 2021: 1-12.

[13] Yugen Yi, Yanjiao Shi, Wenle Wang, Gang Lei, Jiangyan Dai, Hao Zheng*. Combining boundary detector and SND-SVM for fast learning [J]. International Journal of Machine Learning and Cybernetics, 2021, 12(3):689-698

[12]Yugen Yi, Jianzhong Wang*, Wei Zhou, Caixia Zheng, Jun Kong, Shaojie Qiao*. Non-Negative Matrix Factorization with Locality Constrained Adaptive Graph [J]. IEEE Transactions on Circuits and Systems for Video Technology, 2020, 30(2): 427-441.中科院1区TOP期刊 CCF B类期刊

[11] Yugen Yi, Yuqi Chen^#, Jianzhong Wang, Gang Lei, Jiangyan Dai*, Huihui Zhang, Joint feature representation and classification via adaptive graph semi-supervised nonnegative matrix factorization [J]. Signal Processing: Image Communication, 2020, 83, 1-13.中科院3区 CCF C类期刊

[10]Yugen Yi, Jianzhong Wang, Wei Zhou, Yuming Fang, Jun Kong, Yinghua Lu. Joint graph optimization and projection learning for dimensionality reduction [J]. Pattern Recognition, 2019, 92: 258-273. 中科院1区TOP期刊 CCF B类期刊

[9]Yugen Yi, Shaojie Qiao*, Wei Zhou, Caixia Zheng, Qinghua Liu, Jianzhong Wang*, Adaptive multiple graph regularized semi-supervised extreme learning machine [J]. Soft Computing, 2018, 22(11):3545-3562.中科院2区TOP期刊 CCF C类期刊

[8]Yugen Yi, Chao Bi, Xiaohui Li, Jianzhong Wang*, Jun Kong*, Semi-supervised local ridge regression for local matching based face recognition [J].Neurocomputing, 2015, 167: 132-146.中科院2区TOP期刊 CCF C类期刊

[7]Yugen Yi, Yanjiao Shi, Huijie Zhang, Jianzhong Wang*, Jun Kong*, Label propagation based semi-supervised non-negative matrix factorization for feature extraction [J].Neurocomputing, 2015, 149: 1021-1037.中科院2区TOP期刊

[6]Miao Qi, Ting Wang, Fucong Liu, Baoxue Zhang, Jianzhong Wang*, Yugen Yi*. Unsupervised feature selection by regularized matrix factorization [J]. Neurocomputing, 2018, 273: 593-610.中科院2区TOP期刊 CCF C类期刊

[5]Jianzhong Wang, Rui Zhao, Yang Wang, CaixiaZheng, Jun Kong*, Yugen Yi*. Locality constrained Graph Optimization for Dimensionality Reduction [J]. Neurocomputing, 2017, 245, 55-67. 中科院2区TOP期刊 CCF C类期刊

[4] Changlu Guo, Márton Szemenyei, Yangtao Hu, Wenle Wang, Wei Zhou, Yugen Yi*. Channel Attention Residual U-Net for Retinal Vessel Segmentation [C]. 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2021), 1185-1189.CCF B类会议

[3]Changlu Guo, Márton Szemenyei, Yugen Yi*, Wenle Wang, Buer Chen, Changqi Fan. Sa-unet: Spatial attention u-net for retinal vessel segmentation [C]. 2020 25th International Conference on Pattern Recognition (ICPR 2020),1236-1242.CCF C类会议

[2]Changlu Guo, Márton Szemenyei, Yugen Yi*, Ying Xue, Wei Zhou, Yangyuan Li; Dense residual network for retinal vessel segmentation [C]. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, 1374-1378. CCF B类会议

[1] Changlu Guo, Márton Szemenyei, Yugen Yi*, Wei Zhou, Haodong Bian; Residual Spatial Attention Network for Retinal Vessel Segmentation [C]. International Conference on Neural Information Processing (ICONIP), 2020, 509-519.CCF C类会议

----------------------------------------------------------------------------------------------------------------------

专著

[2]易玉根，谢更生，罗勇，基于深度学习的行人重识别理论与方法，西安电子科技大学出版社，2024年11月

[1]孔俊，易玉根，王建中，基于全局与局部信息的人脸识别，科学出版社，2016

授权发明及实用新型专利

[17]易玉根;黄龙军;郭常禄(研究生);周唯;周斌(研究生); 一种视网膜血管分割方法及系统, 2025-08-26, 中国, ZL202211365759.0 (专利)

[16]易玉根; 吴轩(研究生); 段彧(研究生); 彭雅丽; 周唯; 李冰; 王文乐 ; 基于多尺度特征融合的医学图像分割方法和设备, 2024-10-09, 中国, ZL202411400428.5 (专利)

[15]李萍; 吴轩(研究生);何怡(研究生);胡扬涛;周斌(研究生);易玉根;周唯.  基于窗口和轴向注意力融合的医学图像分割方法和设备. 2024-10-18中国,ZL2024110109343

[14]易玉根;周斌(研究生);胡扬涛;杜英魁;周唯;熊健. 基于多尺度交叉融合注意力的眼底图像分割方法和设备. 2024-10-22中国,ZL2024111111478

[13]易玉根;段彧(研究生);周唯;杨学坤(研究生);胡扬涛;周斌(研究生);杜英魁. 无源域自适应眼底图像分割方法和设备. 2024-08-20中国,ZL2024107576754

[12]易玉根; 吴福英;刘敏(研究生);盛绘(研究生);罗勇;黄晓梅;秦乐;饶鑫平. 一种基于时频混合对比学习的多变量时序分类方法及系统. 2024.07.30中国,ZL2024104648996

[11]黄龙军;张宁毅(研究生);易玉根;罗勇;龚俊;杜英魁. 眼底图像分割模型训练方法、设备和青光眼辅助诊断系统. 2024.05.14,中国,ZL202410144159.4.

[10]易玉根;盛绘(研究生);刘敏(研究生);彭雅丽;吴福英;罗勇;黄晓梅;秦乐. 双向跳跃存储的双阶段门控注意力时序分类方法及系统, 2024.05.14, 中国,ZL202410239348.X.

[9]易玉根;黄龙军;雷刚;王建中;张宁毅(研究生);张泽辉(研究生). 一种多尺度融合对比学习多视图聚类方法及系统, 2024.01.26, 中国,ZL202311253624.X.

[8]易玉根;黄龙军;张宁毅(研究生);陈勇;周唯. 一种非视觉感知区域通道注意力的遥感图像描述方法. 2024.01.19, 中国,ZL202311290173.7.

[7]易玉根;黄龙军;曹远龙;肖建茂;王文乐;秦乐. 一种自适应正负样本生成的图对比学习方法和装置, 2024.01.26,中国, ZL202311253618.4.

[6]易玉根;周唯;纪鉴航(研究生);喻鹏;赵晶;胡扬涛. 眼底图像分割模型训练方法、设备和青光眼辅助诊断系统.2023.11.28,中国,ZL 2023 1 1188007.6.

[5]易玉根;刘敏(研究生);盛绘(研究生);张宁毅(研究生);代江艳. 监督对比学习网络模型训练多元时序数据分类方法及系统,2023.12.13, 中国,ZL202311708692.0.

[4]易玉根;张宁毅;黄龙军;周唯;谢更生;石艳娇, 一种基于双流门控渐进优化网络的显著目标检测方法,2023.12.05, 中国,ZL202311048090.7.

[3]易玉根;王建中;王文乐;曹远龙;陈智毅. 一种多约束自适应图学习的鲁棒非负矩阵分解方法及系统,2023.08.22, 中国, ZL202211409450.7.

[2]易玉根;蒋忆睿;裴洋;谢依露;王建中;王文乐. 联合图优化和投影学习的维数约简方法, 2023.06.23, 中国, ZL201910037898.2.

[1]易玉根;王建中;齐妙;王婷;郭常禄. 一种无监督正则化矩阵分解特征选择方法, 2021.01.08, 中国, ZL201710446167.4.

----------------------------------------------------------------------------------------------------------------------

[1]江西师范大学“三育人”先进工作者；

[2]江西师范大学优秀党员称号；

[3] 孔俊, 王建中, 易玉根；面向图像/视频数据的特征学习方法研究, 奖励名称：吉林省自然科学奖二等奖：2023年12月17日。

----------------------------------------------------------------------------------------------------------------------

[1]中国自动化学会模式识别与机器智能专业委员会委员；

[2]中国自动化学会智能健康与生物信息专业委员会委员；

[3]国家自然科学基金通信评审专家