苏统华 - 哈尔滨工业大学

个人简介

苏统华， 2008年毕业于哈尔滨工业大学计算机科学与技术学院，获工学博士学位；之后进入中国科学院自动化研究所模式识别国家重点实验室，从事博士后研究工作。主要研究方向：模式识别与深度学习、GPU计算、服务计算等。主持或参与完成国家级重点项目、国家自然科学基金重点项目、国家杰出青年基金、国家自然科学基金青年基金、国家自然科学基金面上项目、中国博士后基金等课题。率先开展手写中文文本的研究工作，建立领域内首款手写中文库（HIT-MW库），该库为国内外200余家科研院所采用。为为自然手写中文文本识别的开拓者，出版手写汉字识别领域首本英文专著（德国施普林格出版社）；在文档分析和识别国际会议上，所在研究组获得手写汉字识别竞赛的2项世界冠军。在大规模GPU并行计算方面，所在研究组相继被授予英伟达GPU研究中心和GPU教育中心；连续四年评为全国最佳GPU教育中心和最佳教师。担任MindSpore技术治理委员会成员，担任华为昇腾专家（HAE）。注重人工智能技术的基础技术和工业应用落地，自主研发大规模深度学习训练和预测平台，成果转化到试卷全智能批改、手机手写输入法等工业级产品。出版13本著作或译作，发表论文60余篇。目前为IEEE TPAMI, Pattern Recognition, Information Sciences, International Journal on Document Analysis and Recognition等多个国际期刊的审稿人。荣誉称号 2022年获聘昇腾领军人物；获华为-教育部智能基座“栋梁之师”称号；华为-教育部智能基座“突出贡献”奖；华为云与计算“先锋教师”称号 2021年获华为昇腾专家（HAE）称号 2020年成为MindSpore技术治理委员会委员 2019年成为昇腾高校推广大使 2019年获全国最佳英伟达GPU教育中心 2018年获全国最佳英伟达GPU教育中心 2017年全国最佳英伟达GPU教育中心 2016年 ICFHR Award Committee成员 2016年全国最佳英伟达GPU教育中心 2015年全国最佳英伟达GPU教育中心 2014年英伟达GPU研究中心（GRC）负责人 2014年英伟达GPU教育中心（GEC）负责人 2013年获ICDAR 2013手写汉字识别竞赛脱机单字分类任务冠军 2013年获ICDAR 2013手写汉字识别竞赛脱机连续识别任务冠军

研究领域

瞄准下一代人工智能科学问题，基于深度学习与异构计算等核心技术，聚焦开展文字图像智能与安全、大规模模式识别等方向

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）

[C-076] Fuxiang Yang, Tonghua Su, Xiang Zhou, Donglin Di, Zhongjie Wang, Songze Li. Self-Supervised Cross-Language Scene Text Editing, ACM MM, 2023. [J-075] Mingcheng Qu, Ganlin Deng, Donglin Di, Jianxun Cui, Tonghua Su. Dual Attentional Transformer for Video Visual Relation Prediction, Neurocomputing. 2023, 550: 126372. [C-074] Tonghua Su, Jifeng Wang, Hongming You, Zhongjie Wang. Multimodal Scoring Model for Handwritten Chinese Essay, International Conference on Document Analysis and Recognition (ICDAR), 2023. [T-073] 苏统华等译. 机器学习与模式识别基础教程, 机械工业出版社, 2023. [J-072] Mingyi Liu, Zhiying Tu, Tonghua Su, X Wang, X Xu, Z Wang. BehaviorNet: A Fine-grained Behavior-aware Network for Dynamic Link Prediction, ACM Transactions on the Web, 2023. [P-071]曲明成,何晓艺,苏统华等. 一种基于控制组的容器消息队列资源配额控制方法, CN116431335A,2023-07-14. [P-070]苏统华,杨富祥,周翔等. 面向多语种文字风格保持的跨语言自监督生成方法, CN116402067A,2023-07-07. [P-069]邵子豪,贺祥,王忠杰,苏统华等. 一种面向微服务系统治理的效能预测方法及系统, CN116302318A,2023-06-23. [P-068]苏统华,马建宇,曲明成等. 错误可回溯的图像数据结构与标注方法, CN116303237A,2023-06-23. [P-067]徐慧馨,徐汉川,王忠杰,王笑,苏统华. 一种基于供需时空匹配的社区服务画像构建方法及装置, CN115983729A,2023-04-18. [P-066]马樱,苏统华. 一种基于人工智能的边缘计算评估系统, CN115756850A,2023-03-07. [P-065]马樱,苏统华. 一种基于边缘计算的服务部署优化系统, CN115640125A,2023-01-24. [P-064]马樱,苏统华. 一种基于服务计算的智能数据处理系统, CN115617425A,2023-01-17. [M-063] 苏统华,杜鹏,周斌著. 昇腾AI处理器CANN架构与编程, 清华大学出版社, 2022. [M-062] 杜鹏, 苏统华,王波,谌明著.深度学习与目标检测(第2版), 电子工业出版社, 2022. [J-061] Mingyi Liu,Zhiying Tu,Tong Zhang,Tonghua Su,Zhongjie Wang, Xiaofei Xu, "LTP: A New Active Learning Strategy for CRF-Based Named Entity Recognition", Neural Process Letters, 2022, 54(2):2433-2454. [J-060] Junrui Tian, Zhiying Tu, Nan Li, Tonghua Su, Zhongjie Wang, Xiaofei Xu, "Intention Model based Multi-round Dialogue Strategies for Conversational AI Bots", Applied Intelligence, 2022, 52(12):13916-13940. [C-059] Tonghua Su, Hongming You, Shuchen Liu, Zhongjie Wang. FPRNet: End-to-end Full-page Recognition Model for Handwritten Chinese Essay, International Conference on Frontiers in Handwriting Recognition (ICFHR), 2022. [C-058] Zihao Shao, Tonghua Su, et al. A Novel Heterogeneous Computing Middleware for Mobile AI Services. IEEE EDGE, 2022. [C-057] Min Li, Hanchuan Xu, Zhiying Tu, Tonghua Su, Xiaofei Xu, Zhongjie Wang. A Deep Learning based Personalized QoE/QoS Correlation Model for Composite Services, IEEE International Conference on Web Services (ICWS), 2022. [P-056] 苏统华,曲明成,徐培刚,崔建勋,杜幸柯.一种高空抛物溯源检测方法. CN202210996363X. [P-055] 马樱,苏统华.一种底层资源与服务分离的计算服务系统. CN2022112644273. [M-054] 苏统华,杜鹏编著. 昇腾AI处理器CANN应用与实战, 清华大学出版社, 2021. [T-053] 苏统华等译. 社交网站的数据挖掘与分析（原书第3版）, 机械工业出版社, 2021. [J-052] M Qu, J Cui, Y Nie, T Su,"Illation of Video Visual Relation Detection Based on Graph Neural Network", IEEE Access, 2021, 9:141144-141153. [C-051] Tonghua Su, Shuchen Liu, Shengjie Zhou.RTNet: An End-to-End Method for Handwritten Text Image Translation. International Conference on Document Analysis and Recognition, 2021. [C-050] Yeqi Zhu, Mingyi Liu, Zhiying Tu, Tonghua Su, Zhongjie Wang. SRaSLR: A Novel Social Relation Aware Service Label Recommendation Model. IEEE International Conference on Web Services (ICWS), 2021. [C-049] Demin Yu, Junrui Tian, Tonghua Su, Zhiying Tu, Xiaofei Xu, Zhongjie Wang. Incorporating Multimodal Sentiments into Conversational Bots for Service Requirement Elicitation. IEEE International Conference on Service-Oriented System Engineering, 2021. [P-048] 苏统华,杨富祥,王忠杰,徐晓飞.一种端到端的风格一致的文字图像生成方法, CN2021108922322. [C-047] Tonghua Su, et al. Hybrid Computing Architecture for Handwriting Perceptual Network based on Edge Computing, IEEE SCC, 2020. [C-046] Min Liu, Tonghua Su, Zhiying Tu, Zhongjie Wang. Empirical Study on the Skill Market of Virtual Personal Assistants (VPA), ICSS, 2020. [P-045] 苏统华,于丽娟,陈鄞,宋继贤,刘策.一种CT/PET报告的交互式阅读方法, CN2020102523822. [J-044] BIN LI, HANYU CAO, YUE RONG,TONGHUA SU, GANG YANG AND ZHIQIANG HE, "Transceiver Optimization for DF MIMO Relay Systems With a Wireless Powered Relay Node", IEEE Access, 2019, 7: 56904-56919. [C-043] Tonghua Su, Wei Pan, Lijuan Yu. HITHCD–2018: Handwritten Chinese Character Database of 21K-Category, ICDAR, 2019. [P-042] 苏统华,杨超杰,王忠杰,涂志莹,徐晓飞. 一种基于深度学习的多学科试卷内容检测与识别方法及系统, 2019104833958（已授权）. [P-041] 苏统华,杨超杰,王忠杰,涂志莹,徐晓飞.一种面向多语种自然场景文本检测与识别的系统及方法, 2019110479566. [P-040] 苏统华,周圣杰,涂志莹,王忠杰,徐晓飞.一种面向手写文字的一阶段自动识别与翻译方法,2019110467770（已授权）. [T-039] 赵地,刘莹,邓仰东,欧阳建权,苏统华译. 强化学习, 机械工业出版社, 2018. [P-038] 苏统华,李彬,霍栋.一种能提高医生效率的医学影像病灶的标注提取装置与方法. CN2018107992792（已授权）. [P-037] 苏统华,于丽娟,霍栋.一种基于深度学习方法的自动生成医学影像的诊断报告的装置, 2018107589994（已授权）. [T-036] 苏统华等译. CUDA高性能并行计算, 机械工业出版社, 2017. [T-035] 苏统华等译. 函数式算法设计珠玑, , 机械工业出版社, 2017. [C-034] Li Sun, Tonghua Su, Shengjie Zhou, Lijun Yu. GMU: A Novel RNN Neuron and its Application to Handwriting Recognition, ICDAR, 2017. [C-033] Tonghua Su, Hongliang Dai, Ce Liu, Lijun Yu. Propagation based Prototype Prediction, ICDAR, 2017. [C-032] Yiyou Sun, Tonghua Su, Zhiying Tu. Faster R-CNN Based Autonomous Navigation for Vehicles in Warehouse, AIM, 2017. [C-031] Ce Liu, Tonghua Su, Lijuan Yu. Self-Correction Method for Automatic Data Annotation, ACPR, 2017. [C-030] Wei Pan, Liqiang Pan, Tonghua Su, Zhihua Chen. Time Series Classification Based on Dictionary Learning and Sparse Representation, IMCCC, 2017. [P-029] 苏统华,周圣杰,周靖淳,周韬宇,刘策. 一种仪表液晶数字自动切分和识别的方法及系统. 中国专利, CN2017101956247（已授权）. [P-028] 苏统华, 刘锦如,刘策,张程亮,高若岳,戴洪良,彭海兵. 一种面向连续书写汉字的、支持交互的汉字输入系统及方法. 中国专利, CN2017101956247, (已授权）. [J-027] 苏统华, 李松泽, 邓胜春等, "面向异构并行架构的大规模原型学习算法", 哈尔滨工业大学学报, 2016, 48(11):53-60. [C-026] Tonghua Su, Shukai Jia, Li Sun, Ruigang Wang. Novel Character Segmentation Method for Overlapped Handwriting Recognition based on LSTM Neural Networks, ICPR, 2016. [C-025] Li Sun, Tonghua Su, Ce Liu,Ruigang Wang. Deep LSTM Networks for Online Chinese Handwriting Recognition, ICFHR, 2016. [P-024] 苏统华,涂志莹,周圣杰,周靖淳,周韬宇,刘策. 一种低分辨率医疗票据图像的文字自动提取和识别系统与方法. 中国专利, ZL2016101723172（已授权）. [P-023] 苏统华.票据信息识别方法及装置.CN2016102933182（已授权）. [T-022] 苏统华等译. 社交网站的数据挖掘与分析（原书第2版）, 机械工业出版社, 2015. [J-021] 苏统华, 戴洪良等, "面向连续叠写的高精简中文手写识别方法研究", 计算机科学, 2015, 42(7):300-304. [T-020] 苏统华等译. CUDA并行程序设计：GPU编程指南, 机械工业出版社, 2014. [T-019] 苏统华等译. CUDA专家手册：GPU编程权威指南, 机械工业出版社, 2014. [T-018] 刘力平,苏统华译. OpenGL ES应用开发实践指南：Android卷, 机械工业出版社, 2014. [C-017] Tonghua Su, et al. Scalable Prototype Learning using GPUs. International Conference on Image Analysis and Recognition, 2014. [C-016] Tonghua Su, Peijun Ma, Shengchun Deng, Dong Li, Hujie Huang. Student Centered Course Development of Digital Media Technology. CEISEE, 2014. [M-015] Tonghua Su, "Chinese Handwriting Recognition: An Algorithmic Perspective", Springer-Verg, 2013. [C-014] Tonghua Su, Peijun Ma, Tong Wei, Shu Liu, Shengchun Deng. Exploring MPE/MWE training for Chinese handwriting recognition. in 12th International Conference on Document Analysis and Recognition, 2013. [C-013] Tonghua Su, Chenglin Liu, “Perceptron learning of modified quadratic discriminant function”, 11th International Conference on Document Analysis and Recognition, 2011. [C-012] Tonghua Su, Chenglin Liu, “Improving HMM-Based Chinese handwriting recognition using Delta features and synthesized string samples”, 12th International Conference on Frontiers in Handwriting Recognition, 2010. [C-011] Xia Chen, Tonghua Su , Tianwen Zhang, Yu Li. Discriminative training of MQDF classifieron synthetic Chinese string samples, Chinese Conference on Pattern Recognition,2010 [J-010] Tonghua Su, Tianwen Zhang, Dejun Guan, "Off-line recognition of realistic Chinese handwriting using segmentation-free strategy", Pattern Recognition, 2009, 42(1): 167-182. [C-009] Tonghua Su, Tianwen Zhang, Chenglin Liu, " Segmentation-free recognizer for realistic Chinese handwriting based on enhanced four plane feature", in IEEE Conference on Pattern Recognition. 2008. [C-008] Tonghua Su, Tianwen Zhang, et al., "Transformation-based hierarchical decision rules using genetic algorithms and its application to handwriting recognition domain", in The 2008 IEEE Congress on Evolutionary Computation. 2008, pp. 951-956. [J-007] Tonghua Su, Tianwen Zhang, Dejun Guan, "Corpus-based HIT-MW database for offline recognition of general-purpose Chinese handwritten text", International Journal on Document Analysis and Recognition, 10 (1), pp. 27-38, 2007. [C-006] Tonghua Su, Tian-Wen Zhang, et al., "HMM-based recognizer with segmentation-free strategy for unconstrained Chinese handwritten text", in Proceedings of the 9th International Conference on Document Analysis and Recognition. 2007, pp. 133-137. [C-005] Tonghua Su, Tianwen Zhang, et al., "Skew detection for Chinese handwriting by horizontal stroke histogram", in Proceedings of the 9th International Conference on Document Analysis and Recognition. 2007, pp. 899-903. [C-004] Tonghua Su, Tianwen Zhang, Dejun Guan, "Gabor-based recognizer for Chinese handwriting from segmentation-free strategy", in Proceedings of the 12th International Conference on Computer Analysis of Images and Patterns. 2007, pp. 539-546. [C-003] Tonghua Su, Tianwen Zhang, et al., "HMM-based system for transcribing Chinese handwriting", in Proceedings of the 6th International Conference of Machine Learning and Cybernetics. 2007, pp. 3412-3417. [C-002] 苏统华, 张田文等, "基于HMM 识别器的连续手写汉字切分方法", 第一届全国模式识别会议. 2007, pp. 306-313. [C-001] Tonghua Su, Tianwen Zhang, Dejun Guan, "HIT-MW dataset for offline Chinese handwritten text recognition", in Proceedings of the 10th International Workshop on Frontiers in Handwriting Recognition. 2006.