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个人简介

教育背景 金一,女,博士,北京交通大学计算机与信息技术学院副教授,计算机科学与技术专业,博士研究生导师。2010年1月获得北京交通大学信号与信息处理专业博士学位。后进入北京交通大学计算机科学与技术博士后流动站工作两年。主要研究经历: 2016/01-今,北京交通大学,计算机与信息技术学院,副教授; 2012/01-2015/12,北京交通大学,计算机与信息技术学院,讲师; 2013/03-2014/03,新加坡南洋理工大学,电机与电子工程学院,博士后研究员,主要从事异质人脸识别研究; 2010/01-2011/12,北京交通大学,计算机与信息技术学院,博士后; 2008/03-2008/9,西班牙马德里理工大学,电信工程学院,图像处理研究组,国际交换生,主要从事3D人体动画研究。

研究领域

研究方向 机器学习与认知计算 人工智能及应用 计算机技术(专业学位) 软件工程(专业学位) 人工智能技术(专业学位)

专利 1.北京交通大学:金一,蔡斯琪等,一种基于眨眼检测的人脸识别方法(申请号:201611039329.4) 2.北京交通大学:金一,安高云等,基于多任务学习的人脸关键特征点的定位方法(申请号:201710010146.8) 科研项目 国家自然科学基金“面上”项目:面向复杂场景的无监督迁移学习行人再识别方法研究(61972030),2020-01-01--2023-12-31,主持 国家自然科学基金“青年基金”:跨模态人脸特征学习方法及其应用研究,2015-01-01--2017-12-31,主持 北京市自然科学基金“预探索项目”:基于特征学习的跨视角行人再识别方法及其应用研究,2016-01-01--2018-12-31,主持 基本科研业务费:面向社会网络的三维人脸重建与跨模态识别问题研究,2014-01-01--2015-12-31,主持 北京交通大学:消费者情感表征模式的自动识别分析,2013-09-01--2015-08-31,主持 博士点基金:基于智能感知的三维人脸特征提取及识别研究,2013-01-09--2015-12-31,主持 科技部国家基础重大研究计划(“973”):面向公共安全的社会感知数据处理(物理与网络空间的协同感知),2012-01-01--2016-12-31,参加 国家自然科学基金“面上”:三维表情识别中的张量表示及分解理论和算法研究,2015-01-01--2018-12-31,90.0万元,参加 国家自然科学基金“面上”:面向可视媒体内容安全的取证技术研究,2013-01-01--2016-12-31,80.0万元,参加 人才基金:面向智能感知的三维人脸特征提取及识别方法研究,2012-03-01--2015-03-01,主持 国家自然科学基金“面上”:基于多目视觉的形体语言感知与识别研究,2012-01-01--2015-12-31,60.0万元,参加 基本科研业务费:基于三维视觉感知的人脸特征提取及识别方法研究,2011-03-09--2012-12-31,6.0万元,主持 国家自然科学基金"青年基金":具有伪人脸免疫性的人脸识别算法研究,2011-01-01--2013-12-31,18.0万元,参加 其它部市:基于计算机视觉的三维人脸不变特征提取方法研究,2010-07-31--2011-12-31,3.0万元,主持

近期论文

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论文/期刊 Y. Zhang, Y. Jin#, J. Chen, S. Kan, Y. Cen* and Q. Cao, "PGAN: Part-based Nondirect Coupling Embedded GAN for Person Re-identification," in IEEE MultiMedia(IEEE多媒体领域旗舰期刊,SCI 二区), June 2020 on line, doi: 10.1109/MMUL.2020.2999445. Yi Jin, Xingyan Guo, Yidong Li*, Junliang Xing, Hui Tian,Towards Stabilizing Facial Landmark Detection and Tracking via Hierarchical Filtering: A new method,Journal of the Franklin Institute(SCI一区), Volume 357, Issue 5, March 2020, Pages 3019-3037,DOI: 10.1016/j.jfranklin.2019.12.043. Yangru Huang, Yi Jin*, Yidong Li and Zhiping Lin, "Towards Imbalanced Image Classification: A Generative Adversarial Network Ensemble Learning Method," IEEE Access(IF:4.098), 06 May, 2020, DOI:10.1109/ACCESS.2020.2992683. Yangru Huang, Peixi Peng, Yi Jin*, YiDong Li, Junliang Xing, Shiming Ge. Domain Adaptive Attention Learning for Unsupervised Person Re-Identification. AAAI 2020 (CCF A类). Zhongyi Li, Yi Jin*, Yidong Li, Congyan Lang, Songhe Feng, Tao Wang , Learning part-alignment feature for person re-identification with spatial-temporal-based re-ranking method,World Wide Web Journal (CCF B类期刊),November 2019, https://doi.org/10.1007/s11280-019-00734-5. Xu, Xiaolin & Li, Yidong & Yi Jin*. (2019). Hierarchical discriminant feature learning for cross-modal face recognition. Multimedia Tools and Applications(CCF C类期刊). 10.1007/s11042-019-7683-4,June 2019. Peng Bian, Wanwan Li, Yi Jin*, Ruicong Zhi, ''Ensemble feature learning for material recognition with convolutional neural networks", EURASIP Journal on Image and Video Processing, December 2018, 2018:64. Lipeng Wan, Jun Wan, Yi Jin*, Zichang Tan, Stan Z. Li, "Fine-grained Multi-attribute Adversarial Learning for Face Generation of Age, Gender and Ethnicity", In Proceedings of the 11th IAPR International Conference on Biometrics (ICB2018, oral, CCF C), 2018. Peng Bian,Zhengna Xie,Yi Jin*, "Multi-task feature learning-based improved supervised descent method for facial landmark detection", Signal, Image and Video Processing (IF:1.102), January 2018, Volume 12, Issue 1, pp 17–24. Yi Jin*,Jie Li,Congyan Lang, Qiuqi Ruan, "Multi-task clustering ELM for VIS-NIR cross-modal feature learning", Multidimensional Systems and Signal Processing (IF:1.617), Volume 28, Issue 3, pp 905–920, July 2017. Yi Jin*, Jiuwen Cao, Yizhi Wang, Ruicong Zhi, "Ensemble based extreme learning machine for cross-modality face matching",Multimedia tools and application (IF:1.346, CCF Rank C), Volume 75, Issue 19, pp 11831–11846, October 2016. Yi Jin, Jiwen Lu*, Qiuqi Ruan, "Coupled Discriminative Feature Learning for Heterogeneous Face Recognition," IEEE Transactions on Information Forensics and Security (IF:2.065, CCF Rank A), vol.10, no.3, pp.640-652, March 2015. Yi Jin*, Jiwen Lu, Qiuqi Ruan, "Large Margin Coupled Feature Learning for Cross-Modal Face Recognition", IEEE Int. Conf. on Biometrics 2015 (ICB 2015, CCF Rank C),pp:1-8, Phuket, Thailand, May 2015. Yi Jin*, Jiuwen Cao, Qiuqi Ruan, Xueqiao Wang, Cross-Modality 2D-3D Face Recognition via Multiview Smooth Discriminant Analysis Based on ELM,Journal of Electrical and Computer Engineering,2014. Yi Jin*, Jiwen Lu, Qiuqi Ruan, Yap-Peng Tan,Complete discriminative feature learning: A new approach for heterogeneous face recognition, ICME: 2014,1-6 (CCF Rank B). Li X, Ruan Q, Jin Y, et al. Fully automatic 3D facial expression recognition using polytypic multi-block local binary patterns[J]. Signal Processing, 2015, 108: 297-308. Li X, Ruan Q, An G, Jin Y, et al. Multiple strategies to enhance automatic 3D facial expression recognition[J]. Neurocomputing, 2015, 161: 89-98. Li X, Ruan Q, Jin Y, et al. A novel approach to enhance automatic 3D facial expression recognition[C]//Multimedia and Expo Workshops (ICMEW), 2014 IEEE International Conference on. IEEE, 2014: 1-6(CCF Rank B). Xueqiao Wang, Qiuqi Ruan, Yi Jin, Gaoyun An,Expression robust three-dimensional face recognition based on gaussian filter and dual-tree complex wavelet transform, Journal of Intelligent & Fuzzy Systems,Vol.26 (1), pp:193-201, 2014. 金一,王移芝,刘君亮.基于混合式学习的分层教学模式研究[J]。现代教育技术,2013-01,第23卷(2013年第一期(总第141期)),37:40 刘帅,阮秋琦,金一.Orthogonal Tensor Rank One Differential Graph Preserving Projections with its application to Facial Expression Recognition[J]。Neurocomputing,2012-04,82(4),238:249 金一,王移芝,阮秋琦.张量正交局部敏感判别式分析及其在人脸识别中的应用[J]。信号处理,2011-06,第27卷(第六期),820:827 王雪峤,阮秋琦,金一,安高云.2D+3D Face Recognition Using Dual-tree Wavelet Transform。Tencon 2013,西安,245:245,2013-10 李小利,阮秋琦,安高云,金一.Analysis of Range Images Used in 3D Facial Expression Recognition。Tencon 2013,西安,355:355,2013-10 王雪峤,阮秋琦,金一,安高云.Expression-insensitive Three-Dimensional Face Recognition Using Holistic and Local Features。ICWMMN2013,北京,240:240,2013-11 刘一梦,王移芝,金一.Research on The Improvement of MongoDB Auto-Sharding in Cloud Environment。Proceedings of the 7th International Conference on Computer Science & Education (ICCSE 2012),墨尔本,851:851,2012-07 王雪峤,阮秋琦,金一,安高云.Three-Dimensional Face Recognition Based on Dual-Tree Complex Wavelet Transform and Weighted Spherical Face Representation。11th International Conference on Signal Processing,北京,2193:2193,2012-10 刘月峰,王移芝,金一.Research and Design of Heterogeneous Data Integration Based on SOA。the International Conference on Electronics, Communications and Control(ICECC2011),宁波,3863:3863,2011-09 金一,王移芝,阮秋琦.A New Scheme for 3D Face Recognition Based on 2D Gabor Wavelet Transform Plus LBP。 The 6th International Conference on Computer Science and Education(ICCSE 2011),Singapore,860:860,2011-08 金一,阮秋琦,王移芝.3D Face Recognition Using Tensor Orthogonal Locality Sensitive Discriminant Analysis。The 10th International Conference on Signal Processing(ICSP2010),北京,2010-12 金一,王移芝.An Approach of Design and Implementation on SOA-based Computer Aided Learning Platform。The 5th International Conference on Computer Science and Education(ICCSE 2010),安徽,合肥,2010-12 专著/译著 王移芝, 许宏丽, 魏慧琴, 金一.《大学计算机》(“十二五” 高等教育本科国家级规划教材, 第五版)[M].国内:高等教育出版社,2015-06. 许宏丽, 时庆国, 周筱来, 金一, 靳小燕.《多媒体技术及应用》[M]。国内:清华出版社,2011-02

学术兼职

任IEEE Trans. on Image Processing,IEEE Trans. on Information Forensics and Security,Journal of Visual Communication and Image Representation,Multimedia tools and applications,电子与信息学报等国内外EI、SCI期刊审稿人; 任SCI期刊Mathematical Problems in Engineering,特邀编辑(Guest Editor); IEEE注册会员

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