彭良瑞PENG Liangrui

副研究员

副研究员 博士生导师

科学研究

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学术成果

    著作章节:

    Liangrui Peng, Jixiong Feng, Historical Chinese Character Recognition Using Transfer Learning, In Cheng-Lin Liu, Yue Lu (Ed.), Advances in Chinese Document and Text Processing (127-146), World Scientific Publishing Co., 2017.

    视频字幕及场景文字检测与识别:

    Yaqi Wang, Liangrui Peng, Shengjing Wang, A Multi-stage Method for Chinese Text Detection in News Videos, Procedia Computer Science, 2016, 96, 1409-1417.

    多文种文档图像识别:

    Liren Chen, Ruijie Yan, Liangrui Peng, Akio Furuhata and Xiaoqing Ding. Multi-layer Recurrent Neural Network based Offline Arabic Handwriting Recognition, in Proceedings of International Workshop on Arabic Script Analysis and Recognition, 2017, 6-10.
    Yejun Tang, Bing Wu, Liangrui Peng and Changsong Liu, Semi-supervised Transfer Learning for Convolutional Neural Network based Chinese Character Recognition, in Proceedings of International Conference on Document Analysis and Recognition, 2017, 441-447.
    Xiangsheng Zeng, Donglai Xiang, Liangrui Peng, Changsong Liu and Xiaoqing Ding, Local Discriminant Training and Global Optimization for Convolutional Neural Network based Handwritten Chinese Character Recognition, in Proceedings of International Conference on Document Analysis and Recognition, 2017, 383-388.
    Ruijie Yan, Liangrui Peng, Guangxiang Bin, Shengjin Wang and Yao Cheng, Residual Recurrent Neural Network with Sparse Training for Offline Arabic Handwriting Recognition, in Proceedings of International Conference on Document Analysis and Recognition, 2017, 1031-1037.
    Pengchao Li, Liangrui Peng, Junyang Cai, Xiaoqing Ding and Shuangkui Ge, Attention Based RNN Model for Document Image Quality Assessment, in Proceedings of International Conference on Document Analysis and Recognition, 2017, 819-825.
    Pengchao Li, Liangrui Peng, Juan Wen, Rejecting Character Recognition Errors Using CNN Based Confidence Estimation, Chinese Journal of Electronics, 25(3), 2016, 520-526.
    Liangrui Peng, Changsong Liu, Xiaoqing Ding, Jianming Jin, Youshou Wu, Hua Wang, Yanhua Bao, Multi-font printed Mongolian document recognition system, International Journal on Document Analysis and Recognition, 13(2), 2010, 96-103.
    Pengchao Li, Jiadong Zhu, Liangrui Peng and Yunbiao Guo, RNN Based Uyghur Text Line Recognition and its Training Strategy, in Proceedings of IAPR Workshop on Document Analysis Systems, 2016, 19-24.
    Hao Ye, Liangrui Peng, Word level script recognition for Uighur document mixed with English script, in Proceedings of International Workshop on Multilingual OCR, 2013, 4:1-4:5.
    Bing Su, Liangrui Peng, Xiaoqing Ding, SemiBoost-based Arabic character recognition method,Proceedings of SPIE, v7874, 2011.
    Liangrui Peng, Changsong Liu, Xiaoqing Ding, Hua Wang, Jianming Jin, Multi-font printed Mongolian document recognition system, Proceedings of SPIE, v 7247, 2009.
    Pingping Xiu, Liangrui Peng, Xiaoqing Ding, Offline handwritten Arabic character segmentation with probabilistic model, Lecture Notes in Computer Science, Document Analysis Systems VII, 2006, 402-412.
    Liangrui Peng, Changsong Liu, Xiaoqing Ding, et al., Multilingual document recognition research and its application in China, in Proceedings of International Conference on Document Image Analysis for Libraries, 2006, 126-132.
    Xiaoqing Ding, Di Wen, Liangrui Peng, Document Digitization Technology and its Application for Digital Libraries in China, in Proceedings of International Conference on Document Image Analysis for Libraries, 2004, 46-53.
    Liangrui Peng, Ming Chen, Changsong Liu, Xiaoqing Ding, Jirong Zheng, An Automatic Performance Evaluation Method for Document Page Segmentation, in Proceedings of International Conference on Document Analysis and Recognition, 2001, 134-137.

    联机手写文字识别与分析:

    Yang Hu, Liangrui Peng, Yejun Tang, On-line Handwritten Mathematical Expression Recognition Method Based on Statistical and Semantic Analysis. in Proceedings of IAPR Workshop on Document Analysis Systems, 2014, 171-175.
    Rongsha Li, Liangrui Peng, Endong Xun, Wei Nan, A Stroke Order Verification Method for On-Line Handwritten Chinese Characters Based on Tempo-spatial Consistency Analysis, in Proceedings of International Conference on Document Analysis and Recognition, 2013, 999-1003.

    古籍识别:

    Haoyu Qin, Liangrui Peng. Convolutional Neural Network with Attention Mechanism for Historical Chinese Character Recognition, in Proceedings of International Workshop on Historical Document Imaging and Processing, 2017, 42-47.
    Yejun Tang, Liangrui Peng, Qian Xu, Yanwei Wang and Akio Furuhata, CNN based Transfer Learning for Historical Chinese Character Recognition, in Proceedings of IAPR Workshop on Document Analysis Systems, 2016, 25-29, DAS 2016 Best Paper Award.
    Jixiong Feng, Liangrui Peng, Frank Lebourgeois, Gaussian process style transfer mapping for historical Chinese character recognition, DRR 2015, 94020D, DRR 2015 Best Student Paper Award.
    Boqiang Fan, Liangrui Peng, Frank Lebourgeois, Layout Analysis Algorithm Based on Probabilistic Graphical Model for Dunhuang Historical Documents, in Proceedings of International Workshop on Historical Document Imaging and Processing, 2013, 63-70.
    Bohan Li, Liangrui Peng, Jingning Ji, Historical Chinese Character Recognition Method Based on Style Transfer Mapping, in Proceedings of IAPR Workshop on Document Analysis Systems, 2014, 96-100.
    Jingning Ji, Liangrui Peng, Bohan Li, Graph Model Optimization Based Historical Chinese Character Segmentation Method, in Proceedings of IAPR Workshop on Document Analysis Systems, 2014, 282-286.
    Linjie Yang, Liangrui Peng, Local projection-based character segmentation method for historical Chinese documents. DRR 2013, 86580O.
    Xiaolu Sun, Liangrui Peng, Xiaoqing Ding, Touching character segmentation method for Chinese historical documents, Proceedings of SPIE, v 7534, 2010.
    Liangrui Peng, et al., Design and development of an ancient Chinese document recognition system, Proceedings of SPIE, v 5020, 2004, 166-173.

    生物特征身份认证:

    Yaqi Wang, Liangrui Peng, Shengjing Wang, Xiaoqing Ding, Contactless palm landmark detection and localization on mobile devices, IS&T International Symposium on Electronic Imaging, Mobile Devices and Multimedia: Enabling Technologies, Algorithms, and Applications Conference, 2016.
    Jiawei Hu, Liangrui Peng, Li Zheng, XFace: A Face Recognition System for Android Mobile Phones, CPSNA 2015, 13-18.
    Changting Li, Liangrui Peng, Changsong Liu, Xiaoqing Ding, On-line signature verification method by Laplacian spectral analysis and dynamic time warping, DRR 2014, 90210S.
    Lu Xu, Xiaoqing Ding, Liangrui Peng and Xin Li, An improved method based on weighted grid micro-structure feature in text-independent writer recognition, in Proceedings of International Conference on Document Analysis and Recognition, 2011, 638-642.


研究概况

    多文种拍摄文档图像识别理论与方法,国家自然科学基金项目(NSFC-通用技术基础研究联合基金),2017-2019
    基于循环神经网络的手写文字识别,Toshiba, 2016
    基于卷积神经网络的手写文字识别,Toshiba, 2015
    手写体中文古籍识别,国家自然科学基金项目(NSFC-ANR中法国际合作),2013-2015
    多民族文字识别及理解的理论与方法研究,国家自然科学基金重点项目,2011-2014
    多文种文档图像识别的多层次马尔可夫随机场模型研究,国家自然科学基金项目,2009-2011
    多文种文字识别技术的应用,国家部委项目,2009-2010
    多文种计算机笔迹鉴别,国家部委项目,2008
    统一平台上少数民族文字识别系统研发,教育部、国家语委项目,2005-2006
    印刷阿拉伯文识别技术,Nuance, 2003-2006
    手写阿拉伯文识别研究,Nuance, 2004-2005
    中文文档标题等索引信息提取,Fuji-Xerox, 2004-2005
    基于XML技术的文档版面复原研究,Ricoh, 2005
    中华古籍文档识别,中华书局,2003
    少数民族文字识别的理论和方法的研究,国家自然科学基金,2002-2004
    亚洲文字(汉日韩)识别,Microsoft & Nuance, 2000-2006

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