刘成林

中国科学院自动化研究所

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  • 刘成林
  • 研究员

简历:

教育经历
l         1985.9—1989.7: 武汉大学无线电信息工程系,理学学士
l         1989.9—1992.3: 北京工业大学电子工程系,工学硕士
l         1992.3—1995.6: 中国科学院自动化研究所,工学博士
工作经历
l         1996.3—1997.10: 韩国科学技术院(KAIST),博士后
l         1997.11—1999.3: 日本东京农工大学,博士后
l         1999.3—2004.12: 日立中央研究所(东京),研究员
l         2005.1—至今:中国科学院自动化研究所 模式识别国家重点实验室,研究员,200611月起任实验室副主任

研究领域:

模式识别、图像处理、机器学习、文字识别、文档分析

学术任职:

IAPR Fellow (2012--)
Pattern Recognition Journal, Associate Editor (2006--), Editorial Board Member (2010--)
Image and Vision Computing, Editorial Board Member (2008--)
International Journal on Document Analysis and Recognition, Editorial Board Member (2010--)
自动化学报,编委(2011--

学术成就:

在手写字符识别的图像归一化、特征提取、分类器设计、手写字符串的切分与识别等方面提出一系列有效的方法;研制的文字识别算法在日本的邮政分拣机、表格处理系统等产品中获得成功的应用,尤其是用于邮政分拣的日文手写地址识别系统是该领域第一个成功的应用。近年来在联机和脱机自由书写文字与文档识别及检索、场景图像和视频中的文本定位与识别、基于图的机器学习、基于判别学习的分类器设计与自适应、视频目标检测跟踪与行为分析等方面开展了深入研究。研制的技术在移动设备文字输入、金融票据处理、网络图片文字识别、视频文字识别等领域获得了成功应用。

代表论著:

1.Mohamed Cheriet, Nawwaf Kharma, Cheng-Lin Liu, Ching Y. Suen, Character Recognition Systems: A Guide for Students and Practitioners, John Wiley & Sons, 2007.
2.Cheng-Lin Liu, Masashi Koga, Hiromichi Fujisawa, Lexicon-driven segmentation and recognition of handwritten character strings for Japanese address reading, IEEE Trans. Pattern Analysis and Machine Intelligence, 24(11): 1425-1437, 2002.
3.Cheng-Lin Liu, Kazuki Nakashima, Hiroshi Sako, Hiromichi Fujisawa, Handwritten digit recognition: Benchmarking of state-of-the-art techniques, Pattern Recognition, 36(10): 2271-2285, 2003.
4.Cheng-Lin Liu, Kazuki Nakashima, Hiroshi Sako, Hiromichi Fujisawa, Handwritten digit recognition: Investigation of normalization and feature extraction techniques, Pattern Recognition, 37(2): 265-279, 2004.
5.Cheng-Lin Liu, Stefan Jaeger, Masaki Nakagawa, Online handwritten Chinese character recognition: The state of the art, IEEE Trans. Pattern Analysis and Machine Intelligence, 26(2): 198-213, 2004.
6.Cheng-Lin Liu, Hiroshi Sako, Hiromichi Fujisawa, Discriminative learning quadratic discriminant function for handwriting recognition, IEEE Trans. Neural Networks, 15(2): 430-444, 2004.
7.Cheng-Lin Liu, Hiroshi Sako, Hiromichi Fujisawa, Effects of classifier structures and training regimes on integrated segmentation and recognition of handwritten numeral strings, IEEE Trans. Pattern Analysis and Machine Intelligence, 26(11): 1395-1407, 2004.
8.Cheng-Lin Liu, Classifier combination based on confidence transformation, Pattern Recognition, 38(1): 11-28, 2005.
9.Cheng-Lin Liu, Katsumi Marukawa, Pseudo two-dimensional shape normalization methods for handwritten Chinese character recognition, Pattern Recognition, 38(12): 2242-2255, 2005.
10.Cheng-Lin Liu, Normalization-cooperated gradient feature extraction for handwritten character recognition, IEEE Trans. Pattern Analysis and Machine Intelligence, 29(8): 1465-1469, 2007.
11.Tian-Fu Gao, Cheng-Lin Liu, High accuracy handwritten Chinese character recognition using LDA-based compound distances, Pattern Recognition, 42(11): 3442-3451, 2008.
12.Fei Yin, Cheng-Lin Liu, Handwritten Chinese text line segmentation by clustering with distance metric learning, Pattern Recognition, 42(12): 3146-3157, 2009.
13.Yi-Feng Pan, Xinwen Hou, Cheng-Lin Liu, A robust approach to detect and localize texts in natural scene images, IEEE Trans. Image Processing, 20(3): 800-813, 2011.
14.Qiu-Feng Wang, Fei Yin, Cheng-Lin Liu, Handwritten Chinese text recognition by integrating multiple contexts, IEEE Trans. Pattern Analysis and Machine Intelligence, 34(8): 1469-1481, 2012.
15.Da-Han Wang, Cheng-Lin Liu, Xiang-Dong Zhou, An approach for real-time recognition of online Chinese handwritten sentences, Pattern Recognition, 45(10): 3661-3675, 2012.
16.Cheng-Lin Liu, Fei Yin, Da-Han Wang, Qiu-Feng Wang, Online and offline handwritten Chinese character recognition: Benchmarking on new databases, Pattern Recognition, 46(1): 155-162, 2013.
17.Xu-Yao Zhang, Cheng-Lin Liu, Writer adaptation with style transfer mapping, IEEE Trans. Pattern Analysis and Machine Intelligence, 35(7): 1773-1787, 2013.
18.Heng Wang, Alex Klaeser, Cordelia Schmid, Cheng-Lin Liu, Dense trajectories and motion boundary descriptors for action recognition, Int. J. Computer Vision, 103: 60-79, 2013.
19.Peipei Yang, Kaizhu Huang, Cheng-Lin Liu, Geometry preserving multi-task metric learning, Machine Learning, 92(1): 133–175, 2013.
20.Xiang-Dong Zhou, Da-Han Wang, Feng Tian, Cheng-Lin Liu, Masaki Nakagawa, Handwritten Chinese/Japanese Text recognition using semi-Markov conditional random fields, IEEE Trans. Pattern Analysis and Machine Intelligence, 2013, accepted.

在研课题:

1.     自然书写的脱机中文手写文档识别与检索,国家自然科学基金重点项目60933010,2010.1—2013.12.
2.     物理空间感知数据的计算与理解,国家973项目“面向公共安全的社会感知数据处理”课题(2012CB316302),2012.1—2016.8.
3.     视觉感知和语义计算,中国科学院战略科技先导专项“面向感知中国的新一代信息技术研究”课题XDA06030300,2012-2016.