易玉根，理學博士，2016年1月畢業於東北師範大學數學與統計學院套用數學專業。2016年3月入職於江西師範大學軟體學院，從事機器學習、深度學習及醫學套用等研究與相關教學工作。2019年入選江西師範大學青年英才培養計畫。
基本介紹
- 中文名：易玉根
- 出生日期：1986年9月
- 學位/學歷：博士
- 職業：教師
- 專業方向：計算機視覺、圖像處理、模式識別與機器學習
- 任職院校：江西師範大學軟體學院
- 職稱：副教授
個人經歷,研究方向,學術成果,科研論文,科研項目,專利與軟體,
個人經歷
學術活動
擔任IEEE Transactions on Pattern Analysis and Machine Intelligence、IEEE Transactions on Industrial Informatics、IEEE Transactions on Knowledge and Data Engineering、IEEE Transactions on Systems, Man and Cybernetics: Systems、Neurocomputing、Swarm and Evolutionary Computation、Multimedia Tools and application等國際SCI期刊和國內期刊審稿人。
研究方向
主要從事計算機視覺、圖像處理、模式識別與機器學習等方面的研究工作。
學術成果
現主持完成國家自然青年基金項目1項、江西省科技廳自然青年基金項目1項、江西省教育廳科技項目1項。參與國家自然青年項目1項、國家地區基金項目3項、江西省科技廳重點研發項目1項。與國內高校合作共同發表學術論文50餘篇，包括第一作在Pattern Recognition、IEEE Transactions on Circuits and Systems for Video Technology、Neurocomputing、Soft Computing等期刊發表10餘篇SCI論文；通訊作者發表20餘篇SCI論文以及多篇EI期刊或會議論文。論文被如IEEE Transactions on Pattern Analysis and Machine Intelligence、IEEE Transactions on Neural Networks and Learning Systems、IEEE Transactions on Systems, Man, and Cybernetics、Pattern Recognition等高水平期刊引用，Google學術引用次數400餘次。與東北師範大學合作撰寫發明專利且授權1項、授權實用新型專利2項目和軟體著作權多項。
科研論文
期刊論文
1. 第一作者論文
(14) Yugen Yi, Yanjiao Shi, Wenle Wang, Gang Lei, Jiangyan Dai, Hao Zheng*. Combining boundary detector and SND-SVM for fast learning, International Journal of Machine Learning and Cybernetics, 2021, 12(3):689-698 .
(13) 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; Signal Processing: Image Communication, 2020, 83,115984-1-13. SCIE.
(12) Yugen Yi; Jianzhong Wang*; Wei Zhou; Caixia Zheng; Jun Kong; Shaojie Qiao*; Non-Negative Matrix Factorization with Locality Constrained Adaptive Graph, IEEE Transactions on Circuits and Systems for Video Technology, 2020, 30(2): 427-441. SCIE.
(11) Yugen Yi; Jianzhong Wang*; Wei Zhou*; Yuming Fang; Jun Kong; Yinghua Lu; Joint graph optimization and projection learning for dimensionality reduction, Pattern Recognition, 2019, 92(1): 258-273. SCIE.
(10) Yugen Yi; Shaojie Qiao; Wei Zhou; Caixia Zheng; Qinghua Liu; Jianzhong Wang; Adaptive multiple graph regularized semi-supervised extreme learning machine, Soft Computing, 2018, 22(11): 3545-3562. SCIE.
(9) Yugen Yi; Wei Zhou; Qinghua Liu; Guoliang Luo; Jianzhong Wang; Yuming Fang; Caixia Zheng; Ordinal preserving matrix factorization for unsupervised feature selection, Signal Processing: Image Communication, 2018, 67(1): 118-131. SCIE.
(8) Yugen Yi; Wei Zhou*; Yanjiao Shi; Jiangyan Dai*; Speedup Two-Class Supervised Outlier Detection, IEEE Access, 2018, 6: 63923-63933. SCIE.
(7) Yugen Yi; Yuqi Chen; Jiangyan Dai*; Xiaolin Gui; Chunlei Chen; Gang Lei; Wenle Wang; Semi-Supervised Ridge Regression with Adaptive Graph-Based Label Propagation, Applied Sciences, 2018, 8(12): 1-22. SCIE.
(6) Yugen Yi; Jiangyan Dai*; Chengduan Wang; Jinkui Hou; Huihui Zhang; Yunlong Liu; Jin Gao; An Effective Framework Using Spatial Correlation and Extreme Learning Machine for Moving Cast Shadow Detection, Applied Sciences, 2019, 9(23): 1-21. SCIE.
(5) Yugen Yi; Wei Zhou*; Chao Bi; Guoliang Luo; Yuanlong Cao; Yanjiao Shi; Inner Product Regularized Nonnegative Self Representation for Image Classification and Clustering, IEEE ACCESS, 2017, 5: 14165-14176. SCIE.
(4) Yugen Yi, Yanjiao Shi, Huijie Zhang, Jianzhong Wang*, Jun Kong*, Label propagation based semi-supervised non-negative matrix factorization for feature extraction, Neurocomputing, 2015, 149:1021-1037. SCIE.
(3) Yugen Yi, Chao Bi, Xiaohui Li, Jianzhong Wang*, Jun Kong*, Semi-supervised local ridge regression for local matching based face recognition, Neurocomputing, 2015,167:132-146. SCIE.
(2) Yugen Yi, Baoxue Zhang*, Jun Kong, Jianzhong Wang*, An improved locality sensitive discriminant analysis approach for feature extraction, Multimedia Tools and Applications, 2015,74(1):85-104. SCIE.
(1) Yugen Yi, Wei Zhou, Jianzhong Wang*, Yanjiao Shi, Jun Kong, Face recognition using spatially smoothed discriminant structure-preserved projections, Journal of Electronic Imaging, 2014, 23(2):1-22. SCIE.
2. 通訊作者論文（勿與第一作者論文重複）
(21) Shicheng Li, Shumin Lai, Yan Jiang, Wenle Wang, Yugen Yi*, Graph Regularized Deep Sparse Representation for Unsupervised Anomaly Detection. Computational Intelligence and Neuroscience, 2021:1-19.
(20) Shicheng Li, Qinghua Liu, Jiangyan Dai, Wenle Wang, Xiaolin Gui, Yugen Yi*. Adaptive-Weighted Multiview Deep Basis Matrix Factorization for Multimedia Data Analysis. Wireless Communications and Mobile Computing, 2021:1-12.
(19) 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, Scientific Programming, 2021:1-20.
(18) Wei Zhou, Yuan Gao, Jianhang Ji, Shicheng Li, Yugen Yi*. Unsupervised Anomaly Detection for Glaucoma Diagnosis, Wireless Communications and Mobile Computing,2021:1-14.
(17) Changlu Guo, Márton Szemenyei, Yangtao Hu, Wenle Wang, Wei Zhou, Yugen Yi*. Channel Attention Residual U-Net for Retinal Vessel Segmentation. 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2021), 1185-1189.
(16) Changlu Guo, Márton Szemenyei, Yugen Yi*, Wei Zhou, Haodong Bian. Residual Spatial Attention Network for Retinal Vessel Segmentation, International Conference on Neural Information Processing (ICONIP 2020), 509-519.
(15) Changlu Guo, Márton Szemenyei, Yugen Yi*, Ying Xue, Wei Zhou, Yangyuan Li. Dense residual network for retinal vessel segmentation. 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2020), 1374-1378.
(14) Changlu Guo, Márton Szemenyei, Yugen Yi*, Wenle Wang, Buer Chen, Changqi Fan. Sa-unet: Spatial attention u-net for retinal vessel segmentation, 2020 25th International Conference on Pattern Recognition (ICPR 2020),1236-1242.
(13) Wei Zhou; Shaojie Qiao*; Yugen Yi*; Nan Han; Yuqi Chen; Gang Lei; Automatic optic disc detection using low-rank representation based semi-supervised extreme learning machine, International Journal of Machine Learning and Cybernetics, 2020, 11(1): 55-69. SCIE.
(12) Zhou, Wei*; Yi, Yugen*; Bao, Jining; Wang, Wenle; Adaptive weighted locality-constrained sparse coding for glaucoma diagnosis, Medical & Biological Engineering & Computing, 2019, 57(9): 2055-2067. SCIE.
(11) Wei Zhou, Yang Pei, Jining Bao, Jie Luo, Yugen Yi*. Automatic optic disc location via adaptive multi-scale Gaussian filtering. Eleventh International Conference on Graphics and Image Processing (ICGIP 2019),11373.
(10) Wei Zhou; Yugen Yi*; Yuan Gao*; Jiangyan Dai; Optic Disc and Cup Segmentation in Retinal Images for Glaucoma Diagnosis by Locally Statistical Active Contour Model with Structure Prior, Computational and Mathematical Methods in Medicine, 2019, 2019(2019): 1-16. SCIE.
(9) Haopeng Lei; Yugen Yi*; Yuhua Li; Guoliang Luo; Mingwen Wang; A new clothing image retrieval algorithm based on sketch component segmentation in mobile visual sensors, INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2018, 14(11): 1-16. SCIE.
(8) Jiangyan Dai; Yuqi Chen; Yugen Yi*; Jining Bao*; Lei Wang; Wei Zhou; Gang Lei; Unsupervised Feature Selection With Ordinal Preserving Self-Representation, IEEE Access, 2018, 6: 67446-67458. SCIE.
(7) Wei Zhou; Chengdong Wu; Yugen Yi*; Guoliang Luo; Structure Preserving Non-negative Feature Self-Representation for Unsupervised Feature Selection, IEEE ACCESS, 2017, 5: 8792-8803. SCIE.
(6) Wei Zhou; Chengdong Wu; Yugen Yi*; Wenyou Du; Automatic Detection of Exudates in Digital Color Fundus Images Using Superpixel Multi-Feature Classification, IEEE ACCESS, 2017, 5: 17077-17088. SCIE.
(5) Miao Qi; Ting Wang; Fucong Liu; Baoxue Zhang; Jianzhong Wang*; Yugen Yi*; Unsupervised feature selection by regularized matrix factorization, Neurocomputing, 2018, 273: 593-610. SCIE.
(4) Jianzhong Wang; Rui Zhao; Yang Wang; Caixia Zheng; Jun Kong; Yugen Yi*; Locality constrained Graph Optimization for Dimensionality Reduction, Neurocomputing, 2017, 245: 55-67. SCIE.
(3) Caixia Zheng; Rui Zhao; Fucong Liu; Jun Kong; Jianzhong Wang*; Chao Bi; Yugen Yi*; Dimensionality Reduction via Multiple Locality-Constrained Graph Optimization, IEEE Access, 2018, 6: 54479-54494. SCIE.
(2) Wei Zhou*; Chengdong Wu; Dali Chen; Yugen Yi*; Wenyou Du; Automatic Microaneurysm Detection Using the Sparse Principal Component Analysis-Based Unsupervised Classification Method, IEEE Access, 2017, 5: 2563-2572. SCIE.
(1) Zhou Wei; Wu Chengdong; Chen Dali; Wang Zhenzhu; Yi Yugen*; Du Wenyou; Automatic Microaneurysms Detection Based on Multifeature Fusion Dictionary Learning, Computational and Mathematical Methods in Medicine, 2017, 2017(2483137): 1-11. SCIE.
(1) 陳玉琦; 雷剛; 姚明海; 易玉根*; 基於局部約束的自適應圖示簽傳遞方法, 計算機工程與套用, 2018, (20): 14-19. 北大中文核心期刊.
(2) 胡揚濤,裴洋,林川,李世成,易玉根*.空洞殘差U型網路用於視網膜血管分割.計算機工程與套用,2021,57(07):185-191.
(3) 蔣憶睿,裴洋,陳磊,王文樂,代江艷,易玉根*.多局部約束自表示的譜聚類算法.計算機工程與套用,2020,56(11):172-178.
3. 既非第一作者又非通訊作者論文
(8) Caixia Zheng; Jianyu Chen; Jun Kong; Yugen Yi; Yinghua Lu*; Jianzhong Wang*; Chong Liu; Scene Recognition via Semi-Supervised Multi-Feature Regression, IEEE Access, 2019, 7: 121612-121628. SCIE.
(7) Caixia Zheng; Yugen Yi; Miao Qi; Fucong Liu; Chao Bi; Jianzhong Wang; Jun Kong; Multicriteria-Based Active Discriminative Dictionary Learning for Scene Recognition, IEEE Access, 2018, 6: 4416-4426. SCIE.
(6) Wei Zhou; Chengdong Wu; Jianzhong Wang; Xiaosheng Yu; Yugen Yi; Double regularized matrix factorization for image classification and clustering, EURASIP Journal on Image and Video Processing, 2018, 2018(1): 1-19. SCIE.
(5) 石艷嬌; 張晴; 易玉根; 基於顯著目標的圖像認證與自恢復, 小型微型計算機系統, 2018, (12)：2705-2709. 北大中文核心期刊.
(4) Wei Zhou*; Hao Wu; Chengdong Wu*; Xiaosheng Yu; Yugen Yi; Automatic Optic Disc Detection in Color Retinal Images by Local Feature Spectrum Analysis, Computational and Mathematical Methods in Medicine, 2018, 2018(1942582): 1-21. SCIE.
(3) Miao Qi; Ting Wang; Yugen Yi; Na Gao; Jun Kong; Jianzhong Wang*; Joint L-2,L-1 Norm and Fisher Discrimination Constrained Feature Selection for Rational Synthesis of Microporous Aluminophosphates, MOLECULAR INFORMATICS, 2017, 36(4): 1-9. SCIE.
(2) Yanjiao Shi; Yugen Yi; Qing Zhang*; Jiangyan Dai; Kernel null-space-based abnormal event detection using hybrid motion information, Journal of Electronic Imaging, 2019, 28(2): 1-12. SCIE, ISTP.
(1) Yanjiao Shi; Yunxiang Liu; Qing Zhang; Yugen Yi; Wenju Li; Saliency-based abnormal event detection in crowded scenes，Journal of Electronic Imaging, 2016, 25(6): 1-13. SCIE.
科研項目
項目名稱：基於自適應圖與維數約簡的半監督學習研究, 國家自然科學基金委員會青年基金項目(主持,結題).
項目名稱：基於主動學習與自適應圖的半監督圖像分類研究,江西省科技廳青年基金項目, (主持,結題).
項目名稱：基於字典學習與維數約簡的半監督分類方法研究,江西省教育廳青年基金項目, (主持,結題).
項目名稱：基於手繪草圖互動的三維服裝模型細粒度檢索方法研, 國家自然科學基金委員會地區基金項, (參與).
項目名稱：線上用戶創新社區用戶貢獻價值：產品消費和創新採納的形成機理研究,國家自然科學基金委員會地區基金項目, (參與).
項目名稱：基於深度學習的數據驅動三維動畫生成方法的研究, 國家自然科學基金委員會青年基金項目, (參與,結題).
項目名稱：基於圖最佳化模型的多視角數據維數約簡技術研究, 國家自然科學基金委員會青年基金項目, (參與,結題)
項目名稱：基於視頻的駕駛人員行為檢測、分析系統研究與開發, 吉林省科技廳(重點科技攻關)項目, (參與,結題).
項目名稱：基於視頻的城市內澇分析系統的研究與開發,吉林省科技廳工業高新技術, (參與,結題).
項目名稱：面向複雜場景的智慧型車輛行為分析與檢索系統的研究與開發, 吉林省科技廳工業高新技術, (參與,結題).
項目名稱：數字鉬靶圖像中的乳腺腫塊計算機輔助診斷研究, 吉林省科技廳青年科研基金, (參與,結題).
項目名稱：基於機器學習的電子光譜能量預測系統, 吉林省科技廳工業高新技術, (參與,結題).
專利與軟體
專利
(1) 齊妙; 王建中; 孔俊; 易玉根; 基於局部約束的圖最佳化維數約簡方法，2018-05-11至2037-05-11, 中國，CN201510777140.4.
(2) 易玉根*; 羅國亮; 郭常祿; 陳磊; 劉沖; 一種人臉識別電子鎖，2017-11-21至2027-3-11, 中國，ZL201720233635.5.
(3) 易玉根*; 羅國亮; 郭常祿; 曹遠龍; 謝文強; 一種無線智慧型視頻監控攝像頭，2017-9-1至2027-3-5, 中國，ZL201720205391.X.
(4) 易玉根*; 王建中; 齊妙; 王婷; 郭常祿; 一種無監督正則化矩陣分解特徵選擇方法，2017-6-14, 中國，CN201710446167.4.
(5) 易玉根*; 王建中; 劉沖; 周唯; 鄭彩俠; 趙蕊; 一種基於多重局部約束的圖最佳化維數約簡方法，2017-9-22, 中國，CN201710863785.9.
(6) 易玉根*; 蔣憶睿; 裴洋; 謝依露; 王建中; 王文樂; 聯合圖最佳化和投影學習的維數約簡方法，2019-1-16, 中國，201910037898.2.
軟體著作權
(1) 易玉根; 基於主動學習與自適應圖的半監督圖像分類系統V1.0, 2018SR580666, 原始取得, 全部權利, 2018-5-10.
(2) 易玉根; 基於多特徵的自適應圖半監督分類系統V1.0, 2019SR0634408, 原始取得, 全部權利, 2019-3-21.
