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个人简介

招生专业 083900-网络空间安全 081203-计算机应用技术 081104-模式识别与智能系统 招生方向 模式识别与人工智能 机器学习与数据挖掘 深度学习应用 教育背景 2005-09--2010-06 中国科学院自动化研究所 工学博士(硕博连读) 2001-09--2005-06 南京理工大学 工学学士 工作简历 2015-10~现在, 中国科学院信息工程研究所, 副研究员 2014-05~2015-10,中国科学院信息工程研究所, 助理研究员 2010-07~2014-04,中国科学技术信息研究所, 助理研究员 奖励信息 (1) 中国图象图形学学会科学技术奖, 二等奖, 部委级, 2019 (2) 北京市科学技术协会第十四届北京青年优秀科技论文, 三等奖, 部委级, 2018 (3) CCCV2017 Best Paper Nominate Award, , 其他, 2017 (4) 中国电影视技术学会影视科技优秀论文奖, 三等奖, 部委级, 2017 (5) 中国电影视技术学会影视科技优秀论文奖, 三等奖, 部委级, 2017 (6) 吴文俊人工智能科学技术创新奖, 二等奖, 部委级, 2016 (7) 中科院研究生院,三好学生标兵, 院级, 2010 (8) 微软杯IEEE中国学生论文大赛, 二等奖, 其他, 2009 (9) 宝钢教育基金,优秀学生奖, 其他, 2009 专利成果 ( 1 ) 一种有向链接式分类器构造方法及分类方法, 发明, 2015, 第 1 作者, 专利号: CN201510192537.7 ( 2 ) 一种社交网络结构构建方法, 发明, 2015, 第 1 作者, 专利号: CN201510050126.4 ( 3 ) 一种已标注样本的维护方法及双向学习交互式分类方法, 发明, 2015, 第 1 作者, 专利号: CN201510046891.9 ( 4 ) 一种基于非确定主动学习的多分类器训练方法及分类方法, 发明, 2015, 第 1 作者, 专利号: CN201510046879.8 ( 5 ) 一种提取地标性场景摘要的方法, 发明, 2009, 第 2 作者, 专利号: CN200910242751.3 ( 6 ) 一种交互式图像检索方法, 发明, 2007, 第 2 作者, 专利号: CN200710121079.3 ( 7 ) 一种大数据在线交互式查询方法及系统, 发明, 2015, 第 4 作者, 专利号: CN201510272521.7 ( 8 ) 一种新鲜度敏感的大数据概要信息维护及聚合值查询方法, 发明, 2015, 第 4 作者, 专利号: CN201510252988.5 ( 9 ) 面向大数据环境的概要信息动态构建与查询方法及装置, 发明, 2015, 第 4 作者, 专利号: CN201510061345.2 ( 10 ) 一种基于多尺度地理信息的社交网络关联挖掘方法, 发明, 2016, 第 2 作者, 专利号: CN201610285422.7 ( 11 ) 一种针对多源异构数据的异源间相似性度量方法, 发明, 2016, 第 4 作者, 专利号: CN201610439325.9 ( 12 ) 一种基于最优重构的特征选择方法, 发明, 2017, 第 1 作者, 专利号: CN201710188156.0 ( 13 ) 一种基于生成对抗网络的安全隐写方法和装置, 发明, 2017, 第 1 作者, 专利号: CN201710670786.1 ( 14 ) 一种支持全局复杂检索的跨地域查询方法及系统, 发明, 2017, 第 2 作者, 专利号: CN201710422561.4 ( 15 ) 一种基于自表达相关的数据分类方法和装置, 发明, 2018, 第 1 作者, 专利号: CN201811518273.X ( 16 ) 一种基于三重编码的弱监督行为识别定位方法和装置, 发明, 2019, 第 1 作者, 专利号: CN201910610183.1 ( 17 ) 一种基于图结构信息交互增强的行为检测方法及电子装置, 发明, 2020, 第 1 作者, 专利号: CN202010698168.X 科研项目 ( 1 ) 双向主动学习方法及其应用研究, 主持, 国家级, 2016-01--2018-12 ( 2 ) XXX, 主持, 国家级, 2015-04--2017-12 ( 3 ) 基于大数据分析平台的网络安全数据综合分析, 主持, 国家级, 2016-06--2017-06 ( 4 ) 主动学习新方法研究, 主持, 市地级, 2018-01--2019-12 ( 5 ) XXX, 主持, 国家级, 2017-06--2018-06 ( 6 ) 社交媒体大数据智能分析与感知, 主持, 国家级, 2019-01--2022-12 ( 7 ) 基于深度学习的多模态一致性哈希算法研究, 主持, 部委级, 2018-07--2019-06 ( 8 ) XXX, 参与, 国家级, 2019-04--2020-04 ( 9 ) 基于注意力机制的行为识别和检测, 主持, 部委级, 2019-07--2020-06 ( 10 ) 系统管理调度平台, 主持, 国家级, 2020-07--2020-12 ( 11 ) 面向社交网络虚假媒体信息的检测与识别, 主持, 国家级, 2021-01--2023-12 ( 12 ) 基础软件发展态势跟踪研究, 主持, 国家级, 2020-12--2021-11

研究领域

人工智能,模式识别,深度学习,多媒体分析与理解。

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

(1) Weakly-supervised action localization via embedding-modeling iterative optimization, Pattern Recognition (PR), 2021, 第 1 作者 (2) FA-GAN: face augmentation GAN for deformation-invariant face recognition, IEEE Transactions on Information Forensics and Security (TIFS), 2021, 通讯作者 (3) On deep unsupervised active learning, Proc. International Joint Conference on Artificial Intelligence (IJCAI), 2020, 第 5 作者 (4) Hashing nets for hashing: a quantized deep learning to hash framework for remote sensing image retrieval, IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2020, 第 4 作者 (5) AdapNet: adaptability decomposing encoder-decoder network for weakly supervised action recognition and localization, IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020, 第 1 作者 (6) Cohesion intensive deep hashing for remote sensing image retrieval, Remote Sensing, 2020, 第 5 作者 (7) Multi-instance multi-label action recognition and localization based on spatio-temporal pre-trimming for untrimmed videos, Proc. AAAI Conference on Artificial Intelligence (AAAI), 2020, 第 1 作者 (8) Deep convolutional representations and kernel extreme learning machines for image classification, Multimedia Tools and Applications (MTA), 2019, 通讯作者 (9) A novel framework for semantic segmentation with generative adversarial network, Journal of Visual Communication and Image Representation (JVCI), 2019, 通讯作者 (10) Active semi-supervised learning based on self-expressive correlation with generative adversarial networks, Neurocomputing (NEUCOM), 2019, 第 1 作者 (11) Hash code reconstruction for fast similarity search, IEEE Signal Processing Letters (SPL), 2019, 第 3 作者 (12) Residual invertible spatio-temporal network for video super-resolution, Proc. AAAI Conference on Artificial Intelligence (AAAI), 2019, 通讯作者 (13) Learning transferable self-attentive representations for action recognition in untrimmed videos with weak supervision, Proc. AAAI Conference on Artificial Intelligence (AAAI), 2019, 第 1 作者 (14) Dressing as a whole: outfit compatibility learning based on node-wise graph neural networks, Proc. World Wide Web Conference (WWW), 2019, 通讯作者 (15) Semi-supervised compatibility learning across categories for clothing matching, Proc. IEEE International Conference on Multimedia and Expo (ICME), 2019, 通讯作者 (16) A novel partition method for busy urban area based on spatial-temporal information, Proc. International Conference on Computational Science (ICCS), 2019, 第 5 作者 (17) Synchronized detection and recovery of steganographic messages with adversarial learning, Proc. International Conference on Computational Science (ICCS), 2019, 第 1 作者 (18) Fi-GNN: modeling feature interactions via graph neural networks for CTR prediction, Proc. ACM International Conference on Information and Knowledge Management (CIKM), 2019, 通讯作者 (19) Weakly-supervised action recognition and localization via knowledge transfer, Proc. Chinese Conference on Pattern Recognition and Computer Vision (PRCV), 2019, 通讯作者 (20) Generative adversarial image super-resolution through deep dense skip connections, Computer Graphics Forum (CGF), 2018, 通讯作者 (21) SegGAN: semantic segmentation with generative adversarial network, Proc. International Conference on Multimedia Big Data (BigMM), 2018, 通讯作者 (22) Online Hashing for Scalable Remote Sensing Image Retrieval, Remote Sensing, 2018, 第 2 作者 (23) Region-wise deep feature representation for remote sensing images, Remote Sensing, 2018, 通讯作者 (24) Effective learning with joint discriminative and representative feature selection, Proc. International Conference on Computational Science (ICCS), 2018, 第 1 作者 (25) Effective semi-supervised learning based on local correlation, Proc. International Conference on Computational Science (ICCS), 2018, 第 1 作者 (26) Augmented self-paced learning with generative adversarial networks, Proc. International Conference on Computational Science (ICCS), 2018, 第 1 作者 (27) A self-paced regularization framework for multi-label learning, IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2018, 第 4 作者 (28) Learning region-wise deep feature representation for image analysis, Journal of Ambient Intelligence and Humanized Computing (AIHC), 2018, 通讯作者 (29) ListNet-based object proposals ranking, Neurocomputing (NEUCOM), 2017, 通讯作者 (30) Supporting real-time analytic queries in big and fast data environments, Proc. International Conference on Database Systems for Advanced Applications (DASFAA), 2017, 第 6 作者 (31) SSGAN: secure steganography based on generative adversarial networks, Proc. Pacific-Rim Conference on Multimedia (PCM), 2017, 通讯作者 (32) A novel framework for image description generation, Proc. Chinese Conference on Computer Vision (CCCV), 2017, 通讯作者 (33) Discriminative learning from selective recommendation and its application in AdaBoost, Proc. International Conference on Computational Science (ICCS), 2017, 第 1 作者 (34) Effective learning with 2-dimensional active selection on feature and instance, Proc. International Conference on Computational Science (ICCS), 2017, 第 1 作者 (35) MicroBrain: compressing deep neural networks for energy-efficient visual inference service, Proc. IEEE International Conference on Computer Communications (INFOCOM) Poster, 2017, 通讯作者 (36) Compressing deep neural networks for efficient visual inference, Proc. IEEE International Conference on Multimedia and Expo (ICME), 2017, 通讯作者 (37) Collaborative multi-view denoising, Proc. ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2016, 第 3 作者 (38) Retweeting behavior prediction using probabilistic matrix factorization, Proc. IEEE Symposium on Computers and Communications (ISCC), 2016, 通讯作者 (39) Simultaneous Optimization for robust correlation estimation in partially observed social network, Neurocomputing (NEUCOM), 2016, 第 1 作者 (40) Weighted hierarchical geographic information description model for social relation estimation, Neurocomputing (NEUCOM), 2016, 通讯作者 (41) Ensemble feature selection with discriminative and representative properties for malware detection, Proc. IEEE International Conference on Computer Communications (INFOCOM) Poster, 2016, 第 1 作者 (42) Robust malware detection with dual-lane AdaBoost, Proc. IEEE International Conference on Computer Communications (INFOCOM) Poster, 2016, 第 1 作者 (43) Location-based correlation estimation in social network via collaborative learning, Proc. IEEE International Conference on Computer Communications (INFOCOM) Poster, 2016, 第 1 作者 (44) MC-HOG correlation tracking with saliency proposal, Proc. AAAI Conference on Artificial Intelligence (AAAI), 2016, 第 4 作者 (45) Bidirectional active learning: a two-way exploration into unlabeled and labeled dataset, IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2015, 第 1 作者 (46) Update vs. upgrade: modeling with indeterminate multi-class active learning, Neurocomputing (NEUCOM), 2015, 第 1 作者 (47) Context-aware local abnormality detection in crowded scene, Science China Information Sciences (SCIS), 2015, 通讯作者 (48) A markov random field approach to automated protocol signature inference, Proc. EAI International Conference on Security and Privacy in Communication Networks (SecureComm), 2015, 第 5 作者 (49) Joint recovery and representation learning for robust correlation estimation based on partially observed data, Proc. IEEE International Conference on Data Mining (ICDM) Workshop, 2015, 通讯作者 (50) Interactive Patent classification based on multi-classifier fusion and active learning, Neurocomputing (NEUCOM), 2014, 第 1 作者 (51) Preference modeling for personalized retrieval based on browsing history analysis, IEEJ Transactions on Electrical and Electronic Engineering, 2013, 第 1 作者 (52) Effective search with saliency-based matching and cluster-based browsing, High Technology Letters, 2013, 第 1 作者 (53) Dynamic batch selective sampling based on version space analysis, High Technology Letters, 2012, 第 1 作者 (54) Effective annotation and search for video blogs with integration of context and content analysis, IEEE Transactions on Multimedia (TMM), 2009, 第 1 作者 (55) Personalized retrieval of sports video based on multi-modal analysis and user preference acquisition, Multimedia Tools and Applications (MTA), 2009, 第 3 作者 (56) Multi-view multi-label active learning for image classification, Proc. IEEE International Conference on Multimedia and Expo (ICME), 2009, 第 1 作者 (57) Automatic semantic annotation for video blogs, Proc. IEEE International Conference on Multimedia and Expo (ICME), 2008, 第 1 作者 (58) Selective sampling based on dynamic certainty propagation for image retrieval, Proc. International Multimedia Modeling Conference (MMM), 2008, 第 1 作者 (59) Weighted co-SVM for image retrieval with MVB strategy, Proce. IEEE International Conference on Image Processing (ICIP), 2007, 第 1 作者 (60) Personalized retrieval of sports video, Proc. ACM International Conference on Multimedia Information Retrieval (MIR), 2007, 第 2 作者

学术兼职

2019-08-23-2019-08-25,ICIG 2019 Special session 1: Feature Learning for Cross-Domain Problems, Session Chair 2019-05-29-今,中国图像图形学会(CSIG), 高级会员 2019-05-16-今,IEEE Access, Associate Editor 2018-08-15-2018-08-17,ICIMCS 2018 Special session 3: Deep Learning for Multimedia Understanding, Session Chair 2017-10-01-今,中国自动化学会(CAA)模式识别与机器智能专委会, 副秘书长 2017-08-31-今,中国计算机学会(CCF)多媒体技术专委会, 委员 2017-05-01-今,中国图像图形学会(CSIG)视觉大数据专委会, 副秘书长,常务委员 2017-01-01-今,中国计算机学会(CCF), 高级会员 2016-12-01-今,ACM, Senior Member 2016-10-01-今,中国人工智能学会(CAAI)模式识别专委会, 委员 2016-06-01-今,中国计算机学会(CCF)计算机视觉专委会, 委员 2016-02-01-今,IEEE, Senior Member

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