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] Li, Yong, Lao, Lingjie, Cui, Zhen, Shan, Shiguang, Yang, Jian. Graph Jigsaw Learning for Cartoon Face Recognition. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2022, 31: 3961-3972, http://dx.doi.org/10.1109/TIP.2022.3177952.
[2] Jia, Yunpei, Zhang, Jie, Shan, Shiguang. Dual-Branch Meta-Learning Network With Distribution Alignment for Face Anti-Spoofing. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2022, 17: 138-151, http://dx.doi.org/10.1109/TIFS.2021.3134869.
[3] 张远航, 梁苏叁, 杨双, 山世光. UniCon+: ICTCAS-UCAS Submission to the AVA-ActiveSpeaker Task. CVPR ActivityNet Challengenull. 2022, [4] He, Mingjie, Zhang, Jie, Shan, Shiguang, Liu, Xiao, Wu, Zhongqin, Chen, Xilin. Locality-Aware Channel-Wise Dropout for Occluded Face Recognition. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2022, 31: 788-798, http://dx.doi.org/10.1109/TIP.2021.3132827.
[5] Mingjie He, Jie Zhang, Shiguang Shan, Xilin Chen. Enhancing Face Recognition With Self-Supervised 3D Reconstruction. 2022 IEEE/CVF Conference on Computer Vision and Patternnull. 2022, [6] 李波, 朱策, 操晓春, 山世光, 石争浩, 潘金山, 刘家瑛, 胡海苗, 任文琦, 陈秀妍. 《中国图象图形学报》低质图像增强专刊简介. 中国图象图形学报[J]. 2022, 27(5): 1335-1336, http://lib.cqvip.com/Qikan/Article/Detail?id=7107403387.
[7] Gu, Xinqian, Chang, Hong, Ma, Bingpeng, Shan, Shiguang. Motion Feature Aggregation for Video-Based Person Re-Identification. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2022, 31: 3908-3919, http://dx.doi.org/10.1109/TIP.2022.3175593.
[8] Li, Kunyan, Zhang, Jie, Shan, Shiguang. Polynomial stacked-attention network for nationality classification. FRONTIERS OF COMPUTER SCIENCE[J]. 2022, 16(4): 3-, [9] Zhou, Linmao, Chang, Hong, Ma, Bingpeng, Shan, Shiguang. Interactive Regression and Classification for Dense Object Detector. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2022, 31: 3684-3696, http://dx.doi.org/10.1109/TIP.2022.3174391.
[10] 李勇, 曾加贝, 山世光. Learning Representations for Facial Actions from Unlabeled Videos. IEEE Transactions on Pattern Analysis and Machine Intelligence[J]. 2022, 44(1): 302-317, https://ieeexplore.ieee.org/document/9145674.
[11] Hou, Ruibing, Ma, Bingpeng, Chang, Hong, Gu, Xinqian, Shan, Shiguang, Chen, Xilin. Feature Completion for Occluded Person Re-Identification. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2022, 44(9): 4894-4912, [12] Han, Chunrui, Shan, Shiguang, Kan, Meina, Wu, Shuzhe, Chen, Xilin. Personalized Convolution for Face Recognition. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2022, 130(2): 344-362, http://dx.doi.org/10.1007/s11263-021-01536-x.
[13] Xiangzhou Zhang, Bingpeng Ma, Chong Chang, Shiguang Shan, Xilin Chen. Location Sensitive Network for Human Instance Segmentation. Ieee Transactions on Image Processing[J]. 2021, [14] He, Zhenliang, Kan, Meina, Shan, Shiguang. EigenGAN: Layer-Wise Eigen-Learning for GANs. 2021, http://arxiv.org/abs/2104.12476.
[15] Sun, Haomiao, Pan, Hongyu, Han, Hu, Shan, Shiguang. 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.
[16] 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, http://dx.doi.org/10.1109/TNNLS.2020.3011526.
[17] 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.
[18] Ziyi Bai, Ruiping Wang, Shiguang Shan, Xilin Chen. Local Feature Enhancement Network for Set-based Face Recognition. 16th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2021)null. 2021, [19] 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.
[20] 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.
[21] Mao, Fengling, Ma, Bingpeng, Chang, Hong, Shan, Shiguang, Chen, Xilin. Learning efficient text-to-image synthesis via interstage cross-sample similarity distillation. SCIENCE CHINA-INFORMATION SCIENCES[J]. 2021, 64(2): 15-26, http://lib.cqvip.com/Qikan/Article/Detail?id=7104247970.
[22] Jing, XiaoYuan, Zhang, Xinyu, Zhu, Xiaoke, Wu, Fei, You, Xinge, Gao, Yang, Shan, Shiguang, Yang, JingYu. Multiset Feature Learning for Highly Imbalanced Data Classification. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2021, 43(1): 139-156, https://www.webofscience.com/wos/woscc/full-record/WOS:000597206900010.
[23] Qiao, Shishi, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Deep video code for efficient face video retrieval. PATTERN RECOGNITION[J]. 2021, 113: http://dx.doi.org/10.1016/j.patcog.2020.107754.
[24] Abhijit Das, Xuesong Niu, Antitza Dantcheva, S. L. Happy, Hu Han, Radia Zeghari, Philippe Robert, Shiguang Shan, Francois Bremond, Xilin Chen. A Spatio-temporal Approach for Apathy Classification. IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT)[J]. 2021, [25] 孙哲南, 赫然, 王亮, 阚美娜, 冯建江, 郑方, 郑伟诗, 左旺孟, 康文雄, 邓伟洪, 张杰, 韩琥, 山世光, 王云龙, 茹一伟, 朱宇豪, 刘云帆, 何勇. 生物特征识别学科发展报告. 中国图象图形学报[J]. 2021, 26(6): 1254-1329, http://lib.cqvip.com/Qikan/Article/Detail?id=7105046440.
[26] Shan Shiguang. Cross-Encoder for Unsupervised Gaze Representation Learning. Proceedings of the 19th IEEE International Conference on Computer Vision (ICCV). 2021, [27] Guo, Xuyang, Kan, Meina, He, Zhenliang, Song, Xingguang, Shan, Shiguang. Image style disentangling for instance-level facial attribute transfer. COMPUTER VISION AND IMAGE UNDERSTANDING[J]. 2021, 207: http://dx.doi.org/10.1016/j.cviu.2021.103205.
[28] 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.
[29] 张远航, 梁苏叁, 杨双, 山世光. ICTCAS-UCAS-TAL Submission to the AVA-ActiveSpeaker Task. IEEE CVPR ActivityNet Challengenull. 2021, [30] Liu, Haomiao, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. What is a Tabby? Interpretable Model Decisions by Learning Attribute-Based Classification Criteria. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2021, 43(5): 1791-1807, http://dx.doi.org/10.1109/TPAMI.2019.2954501.
[31] 冯大蕗, 杨双, 山世光. An Efficient Software for Building Lip Reading Models Without Pains. IEEE International Conference on Multimedia & Expo Workshops (ICMEW)null. 2021, [32] Wang, Guoqing, Han, Hu, Shan, Shiguang, Chen, Xilin. Cross-domain Face Presentation Attack Detection via Multi-domain Disentangled Representation Learning. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)[J]. 2020, 6677-6686, [33] 山世光. 序言. 中国图象图形学报[J]. 2020, 25(11): 1-, http://lib.cqvip.com/Qikan/Article/Detail?id=7103463011.
[34] Shan Shiguang. TCTS: A Task-Consistent Two-stage Framework for Person Search. IEEE Computer Vision and Pattern Recognitio. 2020, [35] 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.
[36] He, Mingjie, Zhang, Jie, Shan, Shiguang, Kan, Meina, Chen, Xilin. Deformable face net for pose invariant face recognition. PATTERN RECOGNITION[J]. 2020, 100: http://dx.doi.org/10.1016/j.patcog.2019.107113.
[37] 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[J]. 2020, 25(11): 2321-2336, http://lib.cqvip.com/Qikan/Article/Detail?id=7103463015.
[38] Liu, Haomiao, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Learning Multifunctional Binary Codes for Personalized Image Retrieval. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2020, 128(8-9): 2223-2242, http://dx.doi.org/10.1007/s11263-020-01315-0.
[39] Shan Shiguang. Cross-domain Face Presentation Attack Detection via Multi-view Disentangled Representation Learning. Proc. of IEEE/CVF CVPR. 2020, [40] Luo, Mingshuang, Yang, Shuang, Shan, Shiguang, Chen, Xilin. Pseudo-Convolutional Policy Gradient for Sequence-to-Sequence Lip-Reading. International Conference on Automatic Face and Gesture Recognition (FG)null. 2020, 273-280, [41] Wang, Sijin, Wang, Ruiping, Yao, Ziwei, Shan, Shiguang, Chen, Xilin. Cross-modal Scene Graph Matching for Relationship-aware Image-Text Retrieval. 2020 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV)[J]. 2020, 1497-1506, [42] Yi Liu, Shuang Yang, Hongying Meng, Mohammad Rafiq Swash, Shiguang Shan. A Novel Pseudo Viewpoint based Holoscopic 3D Micro-Gesture Recognition. ACM ICMI Workshopnull. 2020, [43] Zhao Xing, Yang Shuang, Shan Shiguang, Chen Xilin. Mutual Information Maximization for Effective Lip Reading. International Conference on Automatic Face and Gesture Recognition (FG)null. 2020, http://arxiv.org/abs/2003.06439.
[44] Ma, Yuhao, Kan, Meina, Shan, Shiguang, Chen, Xilin. Learning deep face representation with long-tail data: An aggregate-and-disperse approach. PATTERN RECOGNITION LETTERS[J]. 2020, 133: 48-54, http://dx.doi.org/10.1016/j.patrec.2020.02.007.
[45] 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.
[46] Gao, Difei, Wang, Ruiping, Shan, Shiguang, Chen, Xilin. Learning to Recognize Visual Concepts for Visual Question Answering With Structural Label Space. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING[J]. 2020, 14(3): 494-505, http://dx.doi.org/10.1109/JSTSP.2020.2989701.
[47] Liu, Hanyu, Zeng, Jiabei, Shan, Shiguang, Struc, V, GomezFernandez, F. Facial Expression Recognition for In-the-wild Videos. 2020 15TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION (FG 2020)null. 2020, 615-618, [48] 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.
[49] Xu, Furong, Ma, Bingpeng, Chang, Hong, Shan, Shiguang. Isosceles Constraints for Person Re-Identification. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2020, 29: 8930-8943, http://dx.doi.org/10.1109/TIP.2020.3020648.
[50] 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[J]. 2020, 25(11): 2293-2305, http://lib.cqvip.com/Qikan/Article/Detail?id=7103463013.
[51] Liang, Kongming, Chang, Hong, Shan, Shiguang, Chen, Xilin. Visual concept conjunction learning with recurrent neural networks. NEUROCOMPUTING[J]. 2020, 395: 229-236, http://dx.doi.org/10.1016/j.neucom.2017.12.068.
[52] 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, [53] 山世光, 郑文明, 邓伟洪, 赵启军, 韩琥. 编者按. 中国图象图形学报[J]. 2020, 25(11): 1-, http://lib.cqvip.com/Qikan/Article/Detail?id=7103463012.
[54] Wang, Guoqing, Lan, Chuanxin, Han, Hu, Shan, Shiguang, Chen, Xilin, IEEE. Multi-modal Face Presentation Attack Detection via Spatial and Channel Attentions. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW 2019)null. 2020, 1584-1590, [55] Jia Yunpei, Zhang Jie, Shan Shiguang, Chen Xilin. Single-Side Domain Generalization for Face Anti-Spoofing. 2020, http://arxiv.org/abs/2004.14043.
[56] 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.
[57] Xiao, Jingyun, Yang, Shuang, Zhang, Yuanhang, Shan, Shiguang, Chen, Xilin. Deformation Flow Based Two-Stream Network for Lip Reading. 2020 15TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION (FG 2020)null. 2020, 364-370, [58] Shan Shiguang. AttGAN for Arbitrary Facial Attribute Editing: Only Change What You Want. IEEE Transactions on Image Processing. 2019, [59] 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, [60] Wang, Guoqing, Han, Hu, Shan, Shiguang, Chen, Xilin, IEEE. Improving Cross-database Face Presentation Attack Detection via Adversarial Domain Adaptation. 2019 INTERNATIONAL CONFERENCE ON BIOMETRICS (ICB)null. 2019, [61] 张远航, 肖景匀, 杨双, 山世光. Multi-Task Learning for Audio-Visual Active Speaker Detection. The ActivityNet Large-Scale Activity Recognition Challenge @ CVPRnull. 2019, [62] Lai, Nan, Kan, Meina, Shan, Shiguang, Chen, Xilin, Jawahar, CV, Li, H, Mori, G, Schindler, K. Task-Adaptive Feature Reweighting for Few Shot Classification. COMPUTER VISION - ACCV 2018, PT IVnull. 2019, 11364: 649-662, http://dx.doi.org/10.1007/978-3-030-20870-7_40.
[63] Wang, Xijun, Kan, Meina, Shan, Shiguang, Chen, Xilin, IEEE Comp Soc. Fully Learnable Group Convolution for Acceleration of Deep Neural Networks. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019)null. 2019, 9041-9050, [64] 何明捷, 张杰, 山世光. 神经结构搜索进展概述. 电信科学[J]. 2019, 35(5): 43-50, http://lib.cqvip.com/Qikan/Article/Detail?id=7002171049.
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[225] 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.
[226] Zheng, Wei, Chang, Hong, Liang, Luhong, Ren, Haoyu, Shan, Shiguang, Chen, Xilin. Strip Features for Fast Object Detection. IEEE TRANSACTIONS ON CYBERNETICS[J]. 2013, 43(6): 1898-1912, https://www.webofscience.com/wos/woscc/full-record/WOS:000327647500032.
[227] Liu Mengyi, Wang Ruiping, Huang Zhiwu, Shan Shiguang, Chen Xilin, ACM. Partial Least Squares Regression on Grassmannian Manifold for Emotion Recognition. ICMI'13: PROCEEDINGS OF THE 2013 ACM INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTIONnull. 2013, 525-530, http://dx.doi.org/10.1145/2522848.2531738.
[228] Kan, Meina, Xu, Dong, Shan, Shiguang, Li, Wen, Chen, Xilin. Learning Prototype Hyperplanes for Face Verification in the Wild. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2013, 22(8): 3310-3316, http://dx.doi.org/10.1109/TIP.2013.2256918.
[229] 王丹, 山世光, 张洪明, 曾炜, 陈熙霖. 一种由粗到细的头发分割方法. 软件学报[J]. 2013, 24(10): 2391-2404, http://lib.cqvip.com/Qikan/Article/Detail?id=47286061.
[230] 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.
[231] Suo, Jinli, Chen, Xilin, Shan, Shiguang, Gao, Wen, Dai, Qionghai. A Concatenational Graph Evolution Aging Model. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2012, 34(11): 2083-2096, https://www.webofscience.com/wos/woscc/full-record/WOS:000308755000002.
[232] Zheng, Wei, Liang, Luhong, Chang, Hong, Heng, CherKeng, Shan, Shiguang, Chen, Xilin. Boosted translation-tolerable classifiers for fast object detection. IMAGE AND VISION COMPUTING[J]. 2012, 30(8): 480-491, http://dx.doi.org/10.1016/j.imavis.2012.04.003.
[233] Han Hu, Shan Shiguang, Chen Xilin, Lao Shihong, Gao Wen. Separability Oriented Preprocessing for Illumination-Insensitive Face Recognition. COMPUTER VISION - ECCV 2012, PT VIInull. 2012, 7578: 307-320, [234] Zhao, Xiaowei, Chai, Xiujuan, Niu, Zhiheng, Heng, Cherkeng, Shan, Shiguang. Context modeling for facial landmark detection based on Non-Adjacent Rectangle (NAR) Haar-like feature. IMAGE AND VISION COMPUTING[J]. 2012, 30(3): 136-146, http://dx.doi.org/10.1016/j.imavis.2011.12.004.
[235] Zhao, Xiaowei, Chai, Xiujuan, Shan, Shiguang, Fitzgibbon, A, Lazebnik, S, Perona, P, Sato, Y, Schmid, C. Joint Face Alignment: Rescue Bad Alignments with Good Ones by Regularized Re-fitting. COMPUTER VISION - ECCV 2012, PT IInull. 2012, 7573: 616-630, [236] 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.
[237] Zhai, Deming, Chang, Hong, Shan, Shiguang, Chen, Xilin, Gao, Wen. Multiview Metric Learning with Global Consistency and Local Smoothness. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY[J]. 2012, 3(3): https://www.webofscience.com/wos/woscc/full-record/WOS:000313763400015.
[238] Kan, Meina, Shan, Shiguang, Xu, Dong, Chen, Xilin, Hoey, J, McKenna, S, Trucco, E. Side-Information based Linear Discriminant Analysis for Face Recognition. PROCEEDINGS OF THE BRITISH MACHINE VISION CONFERENCE 2011null. 2011, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000346360200128.
[239] 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.
[240] 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.
[241] Chen Cuixian, Yang Wankou, Wang Yishi, Shan Shiguang, Ricanek Karl, Sun Z, Lai JH, Chen XL, Tan TN. Learning Gabor Features for Facial Age Estimation. BIOMETRIC RECOGNITIONnull. 2011, 7098: 204-+, [242] 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.
[243] 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, http://dx.doi.org/10.1109/TPAMI.2011.39.
[244] Su Yu, Shan Shiguang, Chen Xilin, Gao Wen, IEEE. Adaptive Generic Learning for Face Recognition from a Single Sample per Person. 2010 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)null. 2010, 2699-2706, [245] Xie, Shufu, Shan, Shiguang, Chen, Xilin, Chen, Jie. Fusing Local Patterns of Gabor Magnitude and Phase for Face Recognition. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2010, 19(5): 1349-1361, https://www.webofscience.com/wos/woscc/full-record/WOS:000276815900021.
[246] 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=.
[247] 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, http://dx.doi.org/10.1109/TPAMI.2009.155.
[248] 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.
[249] 牛志恒, 山世光, 陈熙霖. 双向层级结构分类器及其在面部特征点定位中的应用. 高技术通讯[J]. 2010, 816-821, http://lib.cqvip.com/Qikan/Article/Detail?id=35030047.
[250] Hu Han, Shiguang Shan, Xilin Chen, Wen Gao. Gray-Scale Super-Resolution for Face Recognition from Low Gray-Scale Resolution Face Images. ICIPnull. 2010, [251] Hu Han, Shiguang Shan, Xilin Chen, Wen Gao. Maximizing Intra-Individual Correlation for Illumination-Insensitive Face Recognition. ICIPnull. 2010, [252] 苏煜, 山世光, 陈熙霖, 高文. 基于全局和局部特征集成的人脸识别. 软件学报[J]. 2010, 1849-1862, http://lib.cqvip.com/Qikan/Article/Detail?id=34810938.
[253] Li, Bo, Chang, Hong, Shan, Shiguang, Chen, Xilin. Low-Resolution Face Recognition via Coupled Locality Preserving Mappings. IEEE SIGNAL PROCESSING LETTERS[J]. 2010, 17(1): 20-23, https://www.webofscience.com/wos/woscc/full-record/WOS:000290089100003.
[254] Chen, Jie, Chen, Xilin, Yang, Jie, Shan, Shiguang, Wang, Ruiping, Gao, Wen. Optimization of a training set for more robust face detection. PATTERN RECOGNITION[J]. 2009, 42(11): 2828-2840, http://dx.doi.org/10.1016/j.patcog.2009.02.006.
[255] Xie, Shufu, Shan, Shiguang, Chen, Xilin, Meng, Xin, Gao, Wen. Learned local Gabor patterns for face representation and recognition. SIGNAL PROCESSING[J]. 2009, 89(12): 2333-2344, http://www.corc.org.cn/handle/1471x/2403560.
[256] Li, Annan, Shan, Shiguang, Chen, Xilin, Gao, Wen, IEEE. Maximizing Intra-individual Correlations for Face Recognition Across Pose Differences. CVPR: 2009 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-4null. 2009, 605-611, [257] Niu, Zhiheng, Shan, Shiguang, Chen, Xilin. Facial Shape Localization Using Probability Gradient Hints. IEEE SIGNAL PROCESSING LETTERS[J]. 2009, 16(10): 897-900, https://www.webofscience.com/wos/woscc/full-record/WOS:000268527200010.
[258] Grgic, Mislav, Shan, Shiguang, Lukac, Rastislav, Wechsler, Harry, Bartlett, Marian Stewart. FACIAL IMAGE PROCESSING AND ANALYSIS. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCEnull. 2009, 23(3): 355-358, https://www.webofscience.com/wos/woscc/full-record/WOS:000267114600001.
[259] Suo Jinli, Chen Xilin, Shan Shiguang, Gao Wen, IEEE. Learning Long Term Face Aging Patterns from Partially Dense Aging Databases. 2009 IEEE 12TH INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV)null. 2009, 622-629, [260] 闫胜业, 山世光, 陈熙霖. 人脸检测中一种简单有效的合并重合窗口方法. 电脑知识与技术:学术交流[J]. 2009, 5(7): 5254-5255, http://lib.cqvip.com/Qikan/Article/Detail?id=30971769.
[261] Yan, Shengye, Shan, Shiguang, Chen, Xilin, Gao, Wen, IEEE. FEA-ACCU CASCADE FOR FACE DETECTION. 2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6null. 2009, 1217-+, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000280464300304.
[262] 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.
[263] Liu Yazhou, Shan Shiguang, Zhang Wenchao, Chen Xilin, Gao Wen, IEEE. Granularity-tunable Gradients Partition (GGP) Descriptors for Human Detection. CVPR: 2009 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-4null. 2009, 1255-+, [264] Zhang, Wenchao, Shan, Shiguang, Qing, Laiyun, Chen, Xilin, Gao, Wen. Are Gabor phases really useless for face recognition?. PATTERN ANALYSIS AND APPLICATIONS[J]. 2009, 12(3): 301-307, http://www.corc.org.cn/handle/1471x/2401007.
[265] Li, Bo, Chang, Hong, Shan, Shiguang, Chen, Xilin, Zhou, ZH, Washio, T. Coupled metric learning for face recognition with degraded images. ADVANCES IN MACHINE LEARNING, PROCEEDINGSnull. 2009, 5828: 220-+, [266] Wang, Dan, Shan, Shiguang, Zeng, Wei, Zhang, Hongming, Chen, Xilin, IEEE. A NOVEL TWO-TIER BAYESIAN BASED METHOD FOR HAIR SEGMENTATION. 2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6null. 2009, 2401-+, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000280464301051.
[267] Liu, Chang Hong, Chai, Xiujuan, Shan, Shiguang, Honma, Motoyasu, Osada, Yoshihisa. Synthesized Views Can Improve Face Recognition. APPLIED COGNITIVE PSYCHOLOGY[J]. 2009, 23(7): 987-998, http://dx.doi.org/10.1002/acp.1521.
[268] Li, Bo, Chang, Hong, Shan, Shiguang, Chen, Xilin, IEEE. LOCALITY PRESERVING CONSTRAINTS FOR SUPER-RESOLUTION WITH NEIGHBOR EMBEDDING. 2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6null. 2009, 1185-+, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000280464300297.
[269] 王瑞平, 陈杰, 山世光, 陈熙霖, 高文. 基于支持向量机的人脸检测训练集增强. 软件学报[J]. 2008, 19(11): 2921-2931, http://lib.cqvip.com/Qikan/Article/Detail?id=28637761.
[270] Ma Bingpeng, Shan Shiguang, Chen Xilin, Gao Wen, IEEE. Discriminant Analysis for Perceptionally Comparable Classes. 2008 8TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE & GESTURE RECOGNITION (FG 2008), VOLS 1 AND 2null. 2008, 410-415, [271] Su, Yu, Shan, Shiguang, Chen, Xilin, Gao, Wen, IEEE. Classifiability-based Optimal Discriminatory Projection Pursuit. 2008 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-12null. 2008, 8-+, [272] Li Bo, Chang Hong, Shan Shiguang, Chen Xifin, Gao Wen, IEEE. Hallucinating Facial Images and Features. 19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6null. 2008, 1126-+, [273] Chen, Jie, Shan, Shiguang, Zhao, Guoying, Chen, Xilin, Gao, Wen, Pietikainen, Matti, IEEE. A robust descriptor based on Weber's Law. 2008 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-12null. 2008, 2355-+, [274] Han Hu, Shan Shiguang, Chen Xilin, Gao Wen. Illumination Transfer Using Homomorphic Wavelet Filtering and Its Application to Light-Insensitive Face Recognition. 2008 8TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE & GESTURE RECOGNITION (FG 2008), VOLS 1 AND 2null. 2008, 206-211, [275] Li Annan, Shan Shiguang, Chen Xilin, Chai Xiujuan, Gao Wen, IEEE. Recovering 3D Facial Shape via Coupled 2D/3D Space Learning. 2008 8TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE & GESTURE RECOGNITION (FG 2008), VOLS 1 AND 2null. 2008, 661-+, [276] Yan, Shengye, Shan, Shiguang, Chen, Xilin, Gao, Wen, IEEE. Locally Assembled Binary (LAB) feature with feature-centric cascade for fast and accurate face detection. 2008 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-12null. 2008, 3576-+, [277] 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.
[278] Zhong Bineng, Yao Hongxun, Shan Shiguang, Chen Xilin, Gao Wen, IEEE. Hierarchical Background Subtraction using Local Pixel Clustering. 19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6null. 2008, 3926-3929, [279] Fang Youhan, Shan Shiguang, Chang Hong, Chen Xilin, Gao Wen, IEEE. Parzen Discriminant Analysis. 19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6null. 2008, 2499-2502, [280] Suo Jinli, Wu Tianfu, Zhu Songchun, Shan Shiguang, Chen Xilin, Gao Wen, IEEE. Design Sparse Features for Age Estimation using Hierarchical Face Model. 2008 8TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE & GESTURE RECOGNITION (FG 2008), VOLS 1 AND 2null. 2008, 422-+, [281] Wang, Ruiping, Shan, Shiguang, Chen, Xilin, Gao, Wen. Manifold-Manifold Distance with application to face recognition based on image set. 2008 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-12[J]. 2008, 2940-+, [282] Shan, Shiguang, Cao, Bo, Su, Yu, Qing, Laiyun, Chen, Xilin, Gao, Wen, IEEE. Unified Principal Component Analysis with Generalized Covariance Matrix for face recognition. 2008 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-12null. 2008, 265-+, [283] 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.
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[286] Su Yu, Shan Shiguang, Chen Xilin, Gao Wen, IEEE. Hierarchical ensemble of global and local classifiers for face recognition. 2007 IEEE 11TH INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS 1-6null. 2007, 1815-1822, [287] 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=.
[288] 张文超, 山世光, 张洪明, 陈杰, 陈熙霖, 高文. 基于局部Gabor变化直方图序列的人脸描述与识别. 软件学报[J]. 2006, 17(12): 2508-2517, [289] 柴秀娟, 山世光, 卿来云, 陈熙霖, 高文. 基于3D人脸重建的光照、姿态不变人脸识别. 软件学报[J]. 2006, 17(3): 525-534, http://lib.cqvip.com/Qikan/Article/Detail?id=21308473.
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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