学术论文

 
  1. Kaitao Chen, Shiliang Sun*, Youtian Du. Deconfounded Multi-organ Weakly-supervised Semantic Segmentation via Causal Intervention. Information Fusion, 2024.

  2. Chenxi Wang, Youtian Du*, Yuanlin Chang, Zihao Guo, Yanhao Huang. Human-Machine Collaborative Reinforcement Learning for Power Line Flow Regulation. IEEE Transactions on Industrial Informatics, 2023, DOI: 10.1109/TII.2023. 3331113.

  3. Chenxi Wang, Youtian Du*, Yanhao Huang, Yuanlin Chang, Zihao Guo. Hierarchical Task Planning for Power Line Flow Regulation. CSEE Journal of Power and Energy Systems. 2023. Accepted.

  4. Hang Wang, Youtian Du*, Yabin Zhang, Shuai Li, and Lei Zhang*. One-Stage Visual Relationship Referring With Transformers and Adaptive Message Passing. IEEE Transactions on Image Processing, 32: 190-202, 2023. 

  5. Xue Wang, Youtian Du*, Suzan Verberne, Fons J. Verbeek. Improving Weakly Supervised Phrase Grounding via Visual Representation Contextualization with Contrastive Learning. Applied Intelligence, DOI: 10.1007/s10489-022-04259-9, 2022.

  6. Xue Wang, Youtian Du*, Suzan Verberne, Fons J. Verbeek. Fine-Grained Label Learning in Object Detection with Weak Supervision of Captions. Multimedia Tools and Applications, DOI: 10.1007/s11042-022-13592-7, 2022.

  7. Nan, Nan, Xiaohong Guan*, Yixin Wang, Youtian Du. Common quantitative characteristics of music melodies — pursuing the constrained entropy maximization casually in composition. Sci China Inf Sci, 2022, 65: 174201. 

  8. Chenxi Wang, Youtian Du*, Shengyuan Xie, Yongdi Lu. Learning More Complex Actions with Deep Reinforcement Learning. IEEE International  Conference on Robotic Computing, 2021. 
  9. Yunbo Cui, Youtian Du*, Xue Wang, Hang Wang, Chang Su. Leveraging Attention-based Visual Clue Extraction for Image Classification. IET Image Processing. 2021
  10. Hang Wang, Youtian Du, Guangxun Zhang, Zhongmin Cai, Chang Su. Learning Fundamental Visual Concepts Based on Evolved Multi-Edge Concept Graph. IEEE Transactions on Multimedia, 2020, DOI: 10.1109/TMM.2020.3042072
  11. Jianmin Dong, Youtian Du, Zhongmin Cai. Gender recognition using motion data from multiple smart devices. Expert System Application, 147, 2020, Doi.org/10.1016/j.eswa.2020.113195
  12. Youtian Du, Xue Wang, Yunbo Cui, Hang Wang, Chang Su. Kernel-based Mixture Mapping for Image and Text Association. IEEE Transactions on Multimedia, 22(2): 365-379, 2020.
  13. Youtian Du, Hang Wang, Yunbo Cui, Xin Huang. Fundamental Visual Concept Learning from Correlated Images and Text. IEEE Transactions on Image Processing, 28(7): 3598-3612, 2019.
  14. Minhua Zhang, Youtian Du*, et al. Online Social Information Propagation Analysis based on Time-Delay Mixture Diffusion Model. IEEE Conf. on BigMM, 2019.
  15. Xue Wang, Youtian Du*, Xuelian Li, Fuyuan Cao, Chang Su. Embedded Representation of Relation Words with Visual Supervision. IEEE International Conference on Robotic Computing, 2019.
  16. Chang Su, Xiaohong Guan, Youtian Du*, Qian Wang, Fei Wang. A fast multi-level algorithm for community detection in directed online social networks. Journal of Information Science. 44(3): 392-407, 2018.  
  17.  Chang Su, Xiaohong Guan, Youtian Du*, Xin Huang, Minhua Zhang. Toward capturing heterogeneity for inferring diffusion networks: A mixed diffusion pattern model. Knowledge-based Systems, 147: 81-93, 2018.
  18.  Qiuhao Lu, Youtian Du*. Wikipedia-based Entity Semantifying in Open Information Extraction. International Conference on Document Analysis and Recognition (ICDAR), 2017: 765-770.
  19. Xiao Zhang, Youtian Du. Nonlinear PCA Network for Image Classification. Pacific-Rim Conference on Multimedia, 2016.
  20. Zhe Lei, Mengying Ding, Xiaohong Guan, Youtian Du*. Tone Quality Recognition of Instruments based on Multi-feature Fusion of Music Signal. International Conference on Electrical Engineering and Computer Science(ICEECS), 2016.
  21. Youtian Du, Kai Yang. Learning Semantic Correlation of Web Images and Text with Mixture of Local Linear Mappings. ACM Multimedia Conference. 2015: 1259-1262.
  22. Jinxi Guo, Mengying Ding, Xiaohong Guan, Youtian Du*, Jicheng Feng, Qinping Gao, Zheng Liu: Timber Identification of Instrumental Music via Energy Distribution Modeling.  The 7th International Conference on Internet Multimedia Computing and Services, 2015. (Accepted)
  23. Jiao Xue, Youtian Du, Hanbing Shui. Semantic Correlation Mining between Images and Texts with Global Semantics and Local Mapping. International Conference on Multimedia Modeling (MMM), 2015: 427-435.
  24. Youtian Du , Qian Li, Zhongmin Cai, Xiaohong Guan. Multi-view semi-supervised web image classification via co-graph. Neurocomputing, 122: 430-440, 2013.
  25. Youtian Du, Chang Su, Zhongmin Cai, Xiaohong Guan. Web page and image semi-supervised classification with heterogeneous information fusion. Journal of  Information Science, 39(3): 289-306, 2013. 
  26. Youtian Du, Feng Chen, Wenli Xu, et al. Video content categorization using the double decomposition. Multimedia Tools and Applications, 66(3): 545-572, 2013.
  27. Youtian Du, Zhongmin Cai, Xiaohong Guan, et al. Almost optimal skin detection approach within the Gaussian framework. Optical Engineering, 51(3): 027007-027007 -9,  2012.  
  28. Dixin Liu, Xiaohong Guan, Youtian Du*, Qianchuan Zhao. Measuring indoor occupancy in intelligent buildings using the fusion of vision sensors. Measurement Science  and Technology, 24:074023-13, 2013.            
  29. Chao Shen, Zhongmin Cai, Xiaohong Guan, Youtian Du, Roy A. Maxion. User authentication through mouse dynamics. IEEE Transactions on Information Forensics and  Security, 8(1): 16-30, 2013. 
  30. Xueming Qian, Xiaoxiao Liu, Chao Zheng, Youtian Du, Xingsong Hou. Tagging photos using users' vocabularies. Neurocomputing, 111: 144-153, 2013.
  31. Youtian Du, Feng Chen, Wenli Xu. Human interaction representation and recognition through motion decomposition. IEEE Signal Processing Letters, 14(12): 952-955,  2007.
  32. Youtian Du, Feng Chen, Wenli Xu, Weidong Zhang. Activity recognition through multi-scale motion details analysis. Neurocomputing, 71: 3561-3574, 2008.
  33. Weidong Zhang, Feng Chen, Wenli Xu, Youtian Du. Hierarchical group process representation in multi-agent activity recognition. Signal Processing: Image Communication, 23(10): 739-753, 2008.
  34. Yongbin Li, Feng Chen, Wenli Xu, Youtian Du. Gaussian-based codebook model for video background subtraction. LNCS, 2006, 4222: 762-765.
  35. Youtian Du, Xiaohong Guan, Zhongmin Cai. Enhancing web page classification via local co-training. International Conf. on Pattern Recognition, 2010: 2905-2908. 
  36. Chang Su, Youtian Du, Xiaohong Guan, Chenhe Wu. Maximizing Topic Propagation Driven by Multiple User Nodes in Micro-Blogging. IEEE Conf. on Local Computer Networks. 2013.
  37. Dixin Liu, Youtian Du, Xiaohong Guan, Qianchuan Zhao. Vision-based indoor occupants detection system for intelligent buildings. International Conf. on Imaging  Systems and Techniques, 2012.
  38. Zisheng Cao, Feng Chen, Youtian Du. Object detection using geometrical block structures. International Conference on Natural Computation. 2007, 561-565.
  39.  Youtian Du, Feng Chen, Wenli Xu, Weidong Zhang. Interacting Activity Recognition Using Hierarchical Durational-state dynamic Bayesian Network. Pacific-Rim Conference on Multimedia (PCM), LNCS, 2006, 4261: 185-192. (Best Student Paper
  40.  Youtian Du, Feng Chen, Wenli Xu, Yongbin Li. Recognizing Interaction Activities using Dynamic Bayesian Network. International Conference on Pattern Recognition. 2006, 618-621.
  41. Weidong Zhang, Feng Chen, Wenli Xu, Youtian Du. Learning human activity containing sparse irrelevant events in long sequence. Int’l Congress on Image and Signal Processing, 2008.
  42. 谢雨杰,杜友田,张潇. 面向新概念学习的图像描述生成方法. 西安交通大学学报, 2020.
  43. 张敏华,杜友田,王倩. 融合静态与动态建模的网络事件聚合方法. 计算机工程与应用, 55(18): 15-20, 2019.
  44. 崔云博, 杜友田*, 王航. 面向图像的有效目标区域提取方法. 西安交通大学学报,53(5), 2019.
  45. 周亚东, 刘晓明, 杜友田, 管晓宏, 刘霁.一种网络话题的内容焦点迁移识别方法. 计算机学报, 38(2): 261-271, 2015.
  46. 杜友田, 李谦, 周亚东, 吴陈鹤. 基于异质信息融合的网络图像半监督学习方法. 自动化学报, 38(12):1923-1932, 2012. 
  47. 杜友田, 辛刚, 郑庆华. 融合异构信息的网络视频在线半监督分类方法. 西安交通大学学报, 47(7): 96-101, 2013.
  48. 吴陈鹤, 杜友田*, 苏畅. 有限节点驱动的微博社会网络话题推荐方法. 计算机工程与应用, 49(15): 141-146, 2013.
  49. 李谦, 杜友田*, 薛姣. 基于异构信息双向传播的网络视频分类方法. 计算机应用, 33(8): 2293-2296, 2013.
  50. 沈超, 蔡忠闽, 管晓宏, 房超, 杜友田. 基于鼠标行为特征的用户身份认证与监控. 通信学报, vol. 31, no. 7, 68-75, 2010.
  51. 杜友田, 陈峰, 徐文立. 基于多层动态贝叶斯网络的人的行为多尺度分析及识别方法. 自动化学报.
  52. 杜友田, 陈峰, 徐文立, 李永彬. 基于视觉的人的运动识别综述. 电子学报, 2007, 35(1): 84-90.
  53. 杜友田, 陈峰, 徐文立. 基于区域的阴影检测方法. 清华大学学报, 2006, 46(1): 141-144.
  54.  张伟东,陈峰,徐文立,杜友田. 基于阶层多观测模型的多人行为识别,清华大学学报.