基本信息

山世光  博士/教授/博导  

中国科学院计算技术研究所/中国科学院大学

电子邮件: sgshan@ict.ac.cn

通信地址: 北京市海淀区科学院南路6号

邮政编码: 100190

研究方向:计算机视觉,模式识别,机器学习,基于视觉的情感计算


个人简介

**长期招聘博士后,从事Vision-based Deep Human Understanding相关方向,欢迎联络**

山世光,IEEE Fellow,中科院计算所研究员、博导,现任中科院智能信息处理重点实验室常务副主任,中国科学院大学岗位教授。他是基金委优青,第三批国家重要人才计划入选者,科技部创新人才推进计划中青年科技创新领军人才,人社部国家百千万人才工程有突出贡献中青年专家,首届腾讯科学探索奖获得者,CCF青年科学家奖获得者。他的研究领域为计算机视觉和机器学习。已在国内外刊物和学术会议上发表论文300余篇,其中CCF A类论文80余篇,论文被谷歌学术引用28000余次。曾应邀担任过CVPR/ICCV/AAAI/IJCAI/ACCV/ICPR/FG/ICASSP/BTAS等20余次领域主流国际会议的领域主席,现/曾任IEEE TIP, CVIU, PRL, Neurocomputing, FCS等国际学术刊物的编委(AE)。研究成果获2005年度国家科技进步二等奖,2015年度国家自然科学二等奖,CVPR2008 Best Student Poster Award Runner-up奖。他带领团队研发的人脸识别技术已应用于众多产品或系统中,取得了良好的经济和社会效益。


他的研究兴趣集中于以人脸识别为典型案例的计算机视觉和机器学习理论、方法和关键技术上,特别是在人脸识别领域有超过20年的研究经验。近年来开始关注基于视觉的情感计算和心理健康评估研究,包括表情识别、微表情分析、面部动作检测、视线估计和跟踪、生理指标测量、心理状态估计、精神状况分析等深刻理解人的计算机视觉方法。在理论和算法层面,他和团队有非常丰富的机器学习特别是深度学习研究经验,尤其关注X数据驱动的机器学习理论和方法,这里所谓的X数据包括小样本、无监督、半监督、弱监督、噪声标签、增广数据等等。


作为个人兴趣,他深切关注认知神经科学和脑科学的进展,并乐于思考和讨论生物视觉的本质问题,以及脑神经科学给视觉计算、情感感知等带来的启示。


My ORCID: https://orcid.org/0000-0002-8348-392X 

My Google scholarhttps://scholar.google.com/citations?user=Vkzd7MIAAAAJ

招生招聘信息

1、长期招聘博士后,要求博士期间研究方向为CV/PR/ML/NLP或神经科学领域,毕业于985高校者优先;

2、每年夏季招收免试研究生,研究方向为CV/PR/ML,学籍为中科院计算所;

3、招收优秀实习生,研究方向为CV/PR/ML,实习地点为中科院计算所。

教育背景

2013-12--2015-01   卡内基梅隆大学   访问学者
1999-09--2004-07   中国科学院计算技术研究所   博士
1997-09--1999-07   哈尔滨工业大学   硕士
1993-08--1997-08   哈尔滨工业大学   学士

工作经历与学术服务

工作简历
2013-03~现在, 中国科学院智能信息处理重点实验室, 常务副主任
2011-11~现在, 中国科学院智能信息处理重点实验室, 副主任
2010-10~现在, 中国科学院计算技术研究所, 研究员
2005-10~2010-09,中国科学院计算技术研究所, 副研究员
2004-08~2005-09,中国科学院计算技术研究所, 助理研究员
2002-08~2004-08,中国科学院计算技术研究所, 研究实习员
学术服务
2019-06-01-今,国际会议“AAAI2020”的Senior PC, Senior PC
2019-05-01-今,国际会议“FG2020”的领域主席(Area Chair), 领域主席(Area Chair)
2019-05-01-今,国际会议“CVPR2020”的领域主席(Area Chair), 领域主席(Area Chair)
2018-07-31-今,国际会议“国际计算机视觉与模式识别大会(CVPR)2019”的领域主席, 领域主席(Area Chair)
2018-01-01-2018-12-31,国际会议“亚洲计算机视觉大会(ACCV2018)”的领域主席, 领域主席(Area Chair)
2017-12-31-今,国际生物特征识别领域会议BTAS2018领域主席(Area Chair), 领域主席(Area Chair)
2017-08-31-今,国际会议“FG2018”的领域主席(Area Chair), 领域主席(Area Chair)
2016-12-31-今,国际刊物Computer Vision and Image Understanding的编委(Associate Editor), 编委(Associate Editor)
2016-12-30-2019-12-30,国际刊物Pattern Recognition Letters的编委(AE), 编委(Associate Editor)
2016-02-27-今,国际会议“亚洲计算机视觉大会(ACCV)2016”的领域主席, 领域主席(Area Chair)
2015-03-01-今,IEEE Senior member,
2013-05-01-今,刊物Frontier of Computer Science in China编委, Associate Editor
2013-02-27-2017-12-31,国际刊物IEEE Trans. on Image Processing的编委(AE), 编委(Associate Editor)
2012-05-22-2013-04-26,国际会议FG2013, Area Chair
2012-04-05-2013-09-30,国际会议ICPR2012的Area Chair,
2012-04-03-2012-10-06,国际会议ACCV2012的Area Chair,
2012-03-01-今,国际期刊Neurocomputing的Associate Editor,
2011-03-01-2012-11-08,国际会议ICCV2011的Area Chair,

教授课程

数字图像处理
模式识别与机器学习
人机交互界面理论与技术

出版信息

   
发表论文
[1] He, Zhenliang, Kan, Meina, Shan, Shiguang. EigenGAN: Layer-Wise Eigen-Learning for GANs. 2021, http://arxiv.org/abs/2104.12476.
[2] Sun, Haomiao, Pan, Hongyu, Han, Hu, Shan, Shiguang, 韩琥. Deep Conditional Distribution Learning for Age Estimation. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2021, 16: 4679-4690, http://dx.doi.org/10.1109/TIFS.2021.3114066.
[3] Lai, Nan, Kan, Meina, Han, Chunrui, Song, Xingguang, Shan, Shiguang. Learning to Learn Adaptive Classifier-Predictor for Few-Shot Learning. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS[J]. 2021, 32(8): 3458-3470, [4] Wang, Guoqing, Han, Hu, Shan, Shiguang, Chen, Xilin. Unsupervised Adversarial Domain Adaptation for Cross-Domain Face Presentation Attack Detection. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2021, 16: 56-69, http://dx.doi.org/10.1109/TIFS.2020.3002390.
[5] Yuan, Zheng, Zhang, Jie, Jia, Yunpei, Tan, Chuanqi, Xue, Tao, Shan, Shiguang. Meta Gradient Adversarial Attack. International Conference on Computer Vision (ICCV)null. 2021, http://arxiv.org/abs/2108.04204.
[6] Hou, Ruibing, Chang, Hong, Ma, Bingpeng, Huang, Rui, Shan, Shiguang. BiCnet-TKS: Learning Efficient Spatial-Temporal Representation for Video Person Re-Identification. 2021, http://arxiv.org/abs/2104.14783.
[7] Shan Shiguang. Cross-Encoder for Unsupervised Gaze Representation Learning. Proceedings of the 19th IEEE International Conference on Computer Vision (ICCV). 2021, [8] Jia, Yunpei, Zhang, Jie, Shan, Shiguang, Chen, Xilin. Unified unsupervised and semi-supervised domain adaptation network for cross-scenario face anti-spoofing. PATTERN RECOGNITION[J]. 2021, 115: http://dx.doi.org/10.1016/j.patcog.2021.107888.
[9] 牛雪松, 韩琥, 山世光. 基于rPPG的生理指标测量方法综述. 中国图象图形学报. 2020, 25(11): 2321-2336, http://lib.cqvip.com/Qikan/Article/Detail?id=7103463015.
[10] Niu, Xuesong, Shan, Shiguang, Han, Hu, Chen, Xilin. RhythmNet: End-to-End Heart Rate Estimation From Face via Spatial-Temporal Representation. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2020, 29: 2409-2423, http://dx.doi.org/10.1109/TIP.2019.2947204.
[11] Shan Shiguang. TCTS: A Task-Consistent Two-stage Framework for Person Search. IEEE Computer Vision and Pattern Recognitio. 2020, [12] Shan Shiguang. Cross-domain Face Presentation Attack Detection via Multi-view Disentangled Representation Learning. Proc. of IEEE/CVF CVPR. 2020, [13] Qiao, Shishi, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Deep Heterogeneous Hashing for Face Video Retrieval. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2020, 29: 1299-1312, https://www.webofscience.com/wos/woscc/full-record/WOS:000498872600024.
[14] Wang Yude, Zhang Jie, Kan Meina, Shan Shiguang, Chen Xilin. Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation. 2020, http://arxiv.org/abs/2004.04581.
[15] 李勇, 曾加贝, 刘昕, 山世光. 面部动作单元检测方法进展与挑战. 中国图象图形学报. 2020, 25(11): 2293-2305, http://lib.cqvip.com/Qikan/Article/Detail?id=7103463013.
[16] Hu, Lanqing, Kan, Meina, Shan, Shiguang, Chen, Xilin, IEEE. Unsupervised Domain Adaptation with Hierarchical Gradient Synchronization. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)null. 2020, 4042-4051, [17] Jia Yunpei, Zhang Jie, Shan Shiguang, Chen Xilin. Single-Side Domain Generalization for Face Anti-Spoofing. 2020, http://arxiv.org/abs/2004.14043.
[18] Gao Difei, Li Ke, Wang Ruiping, Shan Shiguang, Chen Xilin. Multi-Modal Graph Neural Network for Joint Reasoning on Vision and Scene Text. 2020, http://arxiv.org/abs/2003.13962.
[19] Liang, Kongming, Chang, Hong, Ma, Bingpeng, Shan, Shiguang, Chen, Xilin. Unifying Visual Attribute Learning with Object Recognition in a Multiplicative Framework. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2019, 41(7): 1747-1760, http://dx.doi.org/10.1109/TPAMI.2018.2836461.
[20] Hou Ruibing, Ma Bingpeng, Chang Hong, Gu Xinqian, Shan Shiguang, Chen Xilin. VRSTC: Occlusion-Free Video Person Re-Identification. 2019, http://arxiv.org/abs/1907.08427.
[21] Hou Ruibing, Chang Hong, Ma Bingpeng, Shan Shiguang, Chen Xilin. Cross Attention Network for Few-shot Classification. 2019, http://arxiv.org/abs/1910.07677.
[22] Gu, Xinqian, Ma, Bingpeng, Chang, Hong, Shan, Shiguang, Chen, Xilin, IEEE. Temporal Knowledge Propagation for Image-to-Video Person Re-identification. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019)null. 2019, 9646-9655, [23] Shan Shiguang. AttGAN for Arbitrary Facial Attribute Editing: Only Change What You Want. IEEE Transactions on Image Processing. 2019, [24] Wang Xijun, Kan Meina, Shan Shiguang, Chen Xilin. Fully Learnable Group Convolution for Acceleration of Deep Neural Networks. 2019, http://arxiv.org/abs/1904.00346.
[25] Liu, Haomiao, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Deep Supervised Hashing for Fast Image Retrieval. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2019, 127(9): 1217-1234, http://dx.doi.org/10.1007/s11263-019-01174-4.
[26] Wang, Wenbin, Wang, Ruiping, Shan, Shiguang, Chen, Xilin, IEEE Comp Soc. Exploring Context and Visual Pattern of Relationship for Scene Graph Generation. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019)null. 2019, 8180-8189, [27] Wu, Shuzhe, Kan, Meina, Shan, Shiguang, Chen, Xilin. Hierarchical Attention for Part-Aware Face Detection. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2019, 127(6-7): 560-578, http://dx.doi.org/10.1007/s11263-019-01157-5.
[28] Hu, Mengying, Han, Hu, Shan, Shiguang, Chen, Xilin, IEEE Comp Soc. Weakly Supervised Image Classification through Noise Regularization. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019)null. 2019, 11509-11517, [29] He, Zhenliang, Kan, Meina, Shan, Shiguang, Chen, Xilin, IEEE. S(2)GAN: Share Aging Factors Across Ages and Share Aging Trends Among Individuals. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019)null. 2019, 9439-9448, http://dx.doi.org/10.1109/ICCV.2019.00953.
[30] Li, Yong, Zeng, Jiabei, Shan, Shiguang, Chen, Xilin. Occlusion Aware Facial Expression Recognition Using CNN With Attention Mechanism. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2019, 28(5): 2439-2450, http://dx.doi.org/10.1109/TIP.2018.2886767.
[31] Niu, Xuesong, Han, Hu, Yang, Songfan, Huang, Yan, Shan, Shiguang, IEEE Comp Soc. Local Relationship Learning with Person-specific Shape Regularization for Facial Action Unit Detection. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019)null. 2019, 11909-11918, [32] Niu, Xuesong, Han, Hu, Shan, Shiguang, Chen, Xilin, Wallach, H, Larochelle, H, Beygelzimer, A, dAlcheBuc, F, Fox, E, Garnett, R. Multi-label Co-regularization for Semi-supervised Facial Action Unit Recognition. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019)null. 2019, 32: http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000534424300082.
[33] Li Xiaoyan, Kan Meina, Shan Shiguang, Chen Xilin. Weakly Supervised Object Detection with Segmentation Collaboration. 2019, http://arxiv.org/abs/1904.00551.
[34] Hou Ruibing, Ma Bingpeng, Chang Hong, Gu Xinqian, Shan Shiguang, Chen Xilin. Interaction-and-Aggregation Network for Person Re-identification. 2019, http://arxiv.org/abs/1907.08435.
[35] Jiang Huajie, Wang Ruiping, Shan Shiguang, Chen Xilin. Transferable Contrastive Network for Generalized Zero-Shot Learning. 2019, http://arxiv.org/abs/1908.05832.
[36] Shan Shiguang. Twin-Cycle Autoencoder: Self-supervised Representation Learning from Entangled Movement for Facial Action Unit Detection. Proceeding of IEEE/CVF Conference on Computer Vision and Pattern Recognition 2019 (CVPR2019). 2019, [37] Han, Hu, Li, Jie, Jain, Anil K, Shan, Shiguang, Chen, Xilin. Tattoo Image Search at Scale: Joint Detection and Compact Representation Learning. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2019, 41(10): 2333-2348, http://dx.doi.org/10.1109/TPAMI.2019.2891584.
[38] Han, Chunrui, Shan, Shiguang, Kan, Meina, Wu, Shuzhe, Chen, Xilin, Ferrari, V, Hebert, M, Sminchisescu, C, Weiss, Y. Face Recognition with Contrastive Convolution. COMPUTER VISION - ECCV 2018, PT IXnull. 2018, 11213: 120-135, [39] Han, Hu, Jain, Anil K, Wang, Fang, Shan, Shiguang, Chen, Xilin. Heterogeneous Face Attribute Estimation: A Deep Multi-Task Learning Approach. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2018, 40(11): 2597-2609, http://dx.doi.org/10.1109/TPAMI.2017.2738004.
[40] Zhang, Gang, Kan, Meina, Shan, Shiguang, Chen, Xilin, Ferrari, V, Hebert, M, Sminchisescu, C, Weiss, Y. Generative Adversarial Network with Spatial Attention for Face Attribute Editing. COMPUTER VISION - ECCV 2018, PT VInull. 2018, 11210: 422-437, http://dx.doi.org/10.1007/978-3-030-01231-1_26.
[41] Shi, Xuepeng, Shan, Shiguang, Kan, Meina, Wu, Shuzhe, Chen, Xilin, IEEE. Real-Time Rotation-Invariant Face Detection with Progressive Calibration Networks. 2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)null. 2018, 2295-2303, [42] Jiang, Huajie, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Learning Class Prototypes via Structure Alignment for Zero-Shot Recognition. COMPUTER VISION - ECCV 2018, PT X[J]. 2018, 11214: 121-138, [43] Pan, Hongyu, Han, Hu, Shan, Shiguang, Chen, Xilin, IEEE. Mean-Variance Loss for Deep Age Estimation from a Face. 2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)null. 2018, 5285-5294, [44] Hu, Lanqing, Kan, Meina, Shan, Shiguang, Chen, Xilin, IEEE. Duplex Generative Adversarial Network for Unsupervised Domain Adaptation. 2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)null. 2018, 1498-1507, [45] Wang, Wen, Wang, Ruiping, Huang, Zhiwu, Shan, Shiguang, Chen, Xilin. Discriminant Analysis on Riemannian Manifold of Gaussian Distributions for Face Recognition With Image Sets. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2018, 27(1): 151-163, http://dx.doi.org/10.1109/TIP.2017.2746993.
[46] Liu, Yong, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Structure Inference Net: Object Detection Using Scene-Level Context and Instance-Level Relationships. 2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)[J]. 2018, 6985-6994, [47] Jiang, Huajie, Wang, Ruiping, Li, Yan, Liu, Haomiao, Shan, Shiguang, Chen, Xilin. Attribute annotation on large-scale image database by active knowledge transfer. IMAGE AND VISION COMPUTING[J]. 2018, 78: 1-13, http://dx.doi.org/10.1016/j.imavis.2018.06.012.
[48] Zeng, Jiabei, Shan, Shiguang, Chen, Xilin, Ferrari, V, Hebert, M, Sminchisescu, C, Weiss, Y. Facial Expression Recognition with Inconsistently Annotated Datasets. COMPUTER VISION - ECCV 2018, PT XIIInull. 2018, 11217: 227-243, [49] Wang, Wen, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Prototype Discriminative Learning for Image Set Classification. IEEE SIGNAL PROCESSING LETTERS[J]. 2017, 24(9): 1318-1322, http://dx.doi.org/10.1109/LSP.2017.2723084.
[50] Wang, Wen, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Discriminative Covariance Oriented Representation Learning for Face Recognition with Image Sets. 30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017)[J]. 2017, 5749-5758, [51] Wu, Wanglong, Kan, Meina, Liu, Xin, Yang, Yi, Shan, Shiguang, Chen, Xilin, IEEE. Recursive Spatial Transformer (ReST) for Alignment-Free Face Recognition. 2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV)null. 2017, 3792-3800, [52] Liu, Haomiao, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Learning Multifunctional Binary Codes for Both Category and Attribute Oriented Retrieval Tasks. 30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017)[J]. 2017, 6259-6268, [53] Jiang, Huajie, Wang, Ruiping, Shan, Shiguang, Yang, Yi, Chen, Xilin, IEEE. Learning Discriminative Latent Attributes for Zero-Shot Classification. 2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV)null. 2017, 4233-4242, [54] Li, Yan, Wang, Ruiping, Cui, Zhen, Shan, Shiguang, Chen, Xilin. Spatial Pyramid Covariance-Based Compact Video Code for Robust Face Retrieval in TV-Series. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2016, 25(12): 5905-5919, [55] Liu, Risheng, Zhong, Guangyu, Cao, Junjie, Lin, Zhouchen, Shan, Shiguang, Luo, Zhongxuan. Learning to Diffuse: A New Perspective to Design PDEs for Visual Analysis. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2016, 38(12): 2457-2471, http://dx.doi.org/10.1109/TPAMI.2016.2522415.
[56] Liu, Mengyi, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Learning prototypes and similes on Grassmann manifold for spontaneous expression recognition. COMPUTER VISION AND IMAGE UNDERSTANDING[J]. 2016, 147: 95-101, http://dx.doi.org/10.1016/j.cviu.2015.08.006.
[57] Li, Shaoxin, Shan, Shiguang, Yan, Shuicheng, Chen, Xilin. Relative Forest for Visual Attribute Prediction. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2016, 25(9): https://www.webofscience.com/wos/woscc/full-record/WOS:000379900300003.
[58] Liu, Mengyi, Shan, Shiguang, Wang, Ruiping, Chen, Xilin. Learning Expressionlets via Universal Manifold Model for Dynamic Facial Expression Recognition. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2016, 25(12): 5920-5932, https://www.webofscience.com/wos/woscc/full-record/WOS:000388205200016.
[59] Kan, Meina, Shan, Shiguang, Zhang, Haihong, Lao, Shihong, Chen, Xilin. Multi-View Discriminant Analysis. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2016, 38(1): 188-194, https://www.webofscience.com/wos/woscc/full-record/WOS:000366669200014.
[60] Shan Shiguang. Projection Metric Learning on Grassmann Manifold with Application to Video based Face Recognition. Proc. of The 28th IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2015, [61] Liang, Kongming, Chang, Hong, Shan, Shiguang, Chen, Xilin, IEEE. A Unified Multiplicative Framework for Attribute Learning. 2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV)null. 2015, 2506-2514, [62] Huang, Zhiwu, Shan, Shiguang, Wang, Ruiping, Zhang, Haihong, Lao, Shihong, Kuerban, Alifu, Chen, Xilin. A Benchmark and Comparative Study of Video-Based Face Recognition on COX Face Database. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2015, 24(12): https://www.webofscience.com/wos/woscc/full-record/WOS:000365022400002.
[63] Zhang, Jie, Kan, Meina, Shan, Shiguang, Chen, Xilin, IEEE. Leveraging Datasets with Varying Annotations for Face Alignment via Deep Regression Network. 2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV)null. 2015, 3801-3809, [64] Shan Shiguang. Log-Euclidean Metric Learning on Symmetric Positive Definite Manifold with Application to Image Set Classification. Proceedings of the 32 nd International Conference on Machine Learning. 2015, [65] Huang, Zhiwu, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Face recognition on large-scale video in the wild with hybrid Euclidean-and-Riemannian metric learning. PATTERN RECOGNITION[J]. 2015, 48(10): 3113-3124, http://dx.doi.org/10.1016/j.patcog.2015.03.011.
[66] Li Yan, Wang Ruiping, Huang Zhiwu, Shan Shiguang, Chen Xilin. Face Video Retrieval with Image Query via Hashing across Euclidean Space and Riemannian Manifold. 2015 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)[J]. 2015, 4758-4767, [67] Kan, Meina, Shan, Shiguang, Chen, Xilin, IEEE. Bi-shifting Auto-Encoder for Unsupervised Domain Adaptation. 2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV)null. 2015, 3846-3854, [68] Shan Shiguang. Shape Driven Kernel Adaptation in Convolutional Neural Network for Robust Facial Traits Recognition. IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR). 2015, [69] Wang, Wen, Wang, Ruiping, Huang, Zhiwu, Shan, Shiguang, Chen, Xilin. Discriminant Analysis on Riemannian Manifold of Gaussian Distributions for Face Recognition with Image Sets. 2015 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)[J]. 2015, 2048-2057, [70] Ma, Bingpeng, Li, Annan, Chai, Xiujuan, Shan, Shiguang. CovGa: A novel descriptor based on symmetry of regions for head pose estimation. NEUROCOMPUTING[J]. 2014, 143: 97-108, http://dx.doi.org/10.1016/j.neucom.2014.06.014.
[71] Li, Shaoxin, Liu, Xin, Chai, Xiujuan, Zhang, Haihong, Lao, Shihong, Shan, Shiguang. Maximal Likelihood Correspondence Estimation for Face Recognition Across Pose. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2014, 23(10): 4587-4600, https://www.webofscience.com/wos/woscc/full-record/WOS:000209737800004.
[72] Wang, Dan, Shan, Shiguang, Zhang, Hongming, Zeng, Wei, Chen, Xilin. Data-driven hair segmentation with isomorphic manifold inference. IMAGE AND VISION COMPUTING[J]. 2014, 32(10): 739-750, http://dx.doi.org/10.1016/j.imavis.2014.02.011.
[73] Shan Shiguang. Domain Adaptation for Face Recognition: Targetize Source Domain Images Bridged by Common Subspace (TSC). International Journal of Computer Vision. 2014, [74] Kan, Meina, Xu, Dong, Shan, Shiguang, Chen, Xilin. Semisupervised Hashing via Kernel Hyperplane Learning for Scalable Image Search. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2014, 24(4): 704-713, https://www.webofscience.com/wos/woscc/full-record/WOS:000334522800013.
[75] Cui, Zhen, Chang, Hong, Shan, Shiguang, Ma, Bingpeng, Chen, Xilin. Joint sparse representation for video-based face recognition. NEUROCOMPUTING[J]. 2014, 135: 306-312, http://dx.doi.org/10.1016/j.neucom.2013.12.004.
[76] Han, Hu, Shan, Shiguang, Chen, Xilin, Gao, Wen. A comparative study on illumination preprocessing in face recognition. PATTERN RECOGNITION[J]. 2013, 46(6): 1691-1699, http://dx.doi.org/10.1016/j.patcog.2012.11.022.
[77] Kan, Meina, Shan, Shiguang, Su, Yu, Xu, Dong, Chen, Xilin. Adaptive discriminant learning for face recognition. PATTERN RECOGNITION[J]. 2013, 46(9): 2497-2509, http://dx.doi.org/10.1016/j.patcog.2013.01.037.
[78] Wang, Ruiping, Shan, Shiguang, Chen, Xilin, Dai, Qionghai, Gao, Wen. Manifold-Manifold Distance and Its Application to Face Recognition With Image Sets. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2012, 21(10): 4466-4479, https://www.webofscience.com/wos/woscc/full-record/WOS:000309056700013.
[79] Li, Annan, Shan, Shiguang, Gao, Wen. Coupled Bias-Variance Tradeoff for Cross-Pose Face Recognition. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2012, 21(1): 305-315, https://www.webofscience.com/wos/woscc/full-record/WOS:000298325500026.
[80] Li, Annan, Shan, Shiguang, Chen, Xilin, Gao, Wen. Cross-pose face recognition based on partial least squares. PATTERN RECOGNITION LETTERS[J]. 2011, 32(15): 1948-1955, http://dx.doi.org/10.1016/j.patrec.2011.07.020.
[81] Suo, Jinli, Lin, Liang, Shan, Shiguang, Chen, Xilin, Gao, Wen. High-Resolution Face Fusion for Gender Conversion. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS[J]. 2011, 41(2): 226-237, https://www.webofscience.com/wos/woscc/full-record/WOS:000286385800003.
[82] Su, Yu, Shan, Shiguang, Chen, Xilin, Gao, Wen. Classifiability-Based Discriminatory Projection Pursuit. IEEE TRANSACTIONS ON NEURAL NETWORKS[J]. 2011, 22(12): 2050-2061, https://www.webofscience.com/wos/woscc/full-record/WOS:000298051400018.
[83] Wang, Ruiping, Shan, Shiguang, Chen, Xilin, Chen, Jie, Gao, Wen. Maximal Linear Embedding for Dimensionality Reduction. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2011, 33(9): 1776-1792, https://www.webofscience.com/wos/woscc/full-record/WOS:000292740000006.
[84] Xie Shufu, Shan Shiguang, Chen Xilin, Chen Jie. Fusing local patterns of Gabor magnitude and phase for face recognition.. IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2010, http://kns.cnki.net/KCMS/detail/detail.aspx?QueryID=0&CurRec=1&recid=&FileName=SJPD12102100906132&DbName=SJPD_01&DbCode=SJPD&yx=&pr=&URLID=&bsm=.
[85] Suo, Jinli, Zhu, SongChun, Shan, Shiguang, Chen, Xilin. A Compositional and Dynamic Model for Face Aging. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2010, 32(3): 385-401, http://www.corc.org.cn/handle/1471x/2413229.
[86] Chen, Jie, Shan, Shiguang, He, Chu, Zhao, Guoying, Pietikainen, Matti, Chen, Xilin, Gao, Wen. WLD: A Robust Local Image Descriptor. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2010, 32(9): 1705-1720, https://www.webofscience.com/wos/woscc/full-record/WOS:000279969000012.
[87] Su, Yu, Shan, Shiguang, Chen, Xilin, Gao, Wen. Hierarchical Ensemble of Global and Local Classifiers for Face Recognition. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2009, 18(8): 1885-1896, https://www.webofscience.com/wos/woscc/full-record/WOS:000268033300016.
[88] Ma, Bingpeng, Shan, Shiguang, Chen, Xilin, Gao, Wen. Head Yaw Estimation From Asymmetry of Facial Appearance. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS[J]. 2008, 38(6): 1501-1512, http://www.corc.org.cn/handle/1471x/2391219.
[89] Gao, Wen, Cao, Bo, Shan, Shiguang, Chen, Xilin, Zhou, Delong, Zhang, Xiaohua, Zhao, Debin. The CAS-PEAL large-scale Chinese face database and baseline evaluations. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS[J]. 2008, 38(1): 149-161, https://www.webofscience.com/wos/woscc/full-record/WOS:000251974500014.
[90] Zhang Baochang, Shan Shiguang, Chen Xilin, Gao Wen. Histogram of Gabor phase patterns (HGPP): a novel object representation approach for face recognition.. IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2007, http://kns.cnki.net/KCMS/detail/detail.aspx?QueryID=0&CurRec=1&recid=&FileName=SJPD12102103143927&DbName=SJPD_02&DbCode=SJPD&yx=&pr=&URLID=&bsm=.
[91] Chai Xiujuan, Shan Shiguang, Chen Xilin, Gao Wen. Locally linear regression for pose-invariant face recognition.. IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2007, http://kns.cnki.net/KCMS/detail/detail.aspx?QueryID=0&CurRec=1&recid=&FileName=SJPD12102203411486&DbName=SJPD_02&DbCode=SJPD&yx=&pr=&URLID=&bsm=.
[92] Wu, Shuzhe, Kan, Meina, He, Zhenliang, Shan, Shiguang, Chen, Xilin. Funnel-Structured Cascade for Multi-View Face Detection with Alignment-Awareness. http://arxiv.org/abs/1609.07304.
发表著作
(1) 《人工智能导论》, 中国科学技术出版社, 2018-08, 第 5 作者