Dr. Xiaohui Yang

Dr. Xiaohui Yang(杨晓晖)

Professor, Doctoral Advisor

Office: Room 710, School of Information Science and Engineering, University of Jinan

Address: No. 336, West Road of Nan Xinzhuang, Jinan 250022, China

Phone: 0531-82767539

Email: ise_xhyang@ujn.edu.cn

Biography

Doctor of Engineering, Professor, Doctoral Supervisor, Deputy Dean of the School of Information Science and Engineering, University of Jinan. Senior Member of the China Computer Federation (CCF), Chairman of CCF Young Computer Scientists and Engineers Forum (YOCSEF) Jinan (2024-2025), and a representative of the 13th member congress of CCF. In recent years, he has presided over 1 project of the National Natural Science Foundation of China, 1 Key Research and Development Project of Shandong Province, 2 Joint Funds of the Natural Science Foundation of Shandong Province (including 1 key project), and 6 enterprise horizontal research projects. He has published more than 90 academic papers in international journals and conferences, among which more than 30 scientific research papers included in SCI and above CCF-C category have been published as the first author or corresponding author. As the first inventor, he has been authorized 17 invention patents. His main research directions include: human-computer interaction, behavior analysis, learning-based video processing, etc.

Education

Teaching

Awards

  1. 基于人工智能的医学影像辅助诊断与单科手术机器人控制技术的研究应用, 山东省大数据协会大数据科学技术奖——科技进步奖二等奖，首位，2024年12月

Projects

  1. 国家自然科学基金，61603151，驾驶情境下基于驾驶员眼动行为的注意机制与模型研究，2017.01-2019.12, 22.4万，主持
  2. 山东省重点研发计划，2017GGX10146，面向虚拟装配的自然交互系统关键技术研发，2017.01-2019.12，20万，主持
  3. 山东省自然科学基金联合基金，ZH2020LZH004，基于眼动分析的人体负荷状态评估方法的研究，2021.01-2022.12，14万，主持
  4. 山东省自然科学基金创新发展联合基金重点项目，ZR2023LZH013，面向数据中心的FPGA虚拟化和分布式协同理论与方法研究，2024.01-2026.12，115万，主持
  5. 山东省研究生教育教学改革研究重点项目，数字赋能下科教深度融合助力研究生教育改革新范式的创建与实施，2024.01-2026.12，5万，主持
  6. 横向开发课题，测试仪器数字化培训及支持服务，2021.02-2022.02，21.26万元，主持
  7. 横向开发课题，环境试验设备智能化技术开发，2021.02-2022.02，30.92万元，主持
  8. 专利成果转化，一种基于手部检测的驾驶员异常行为识别方法与系统，2023.03-2024.03，5万元，主持
  9. 专利成果转化，虚拟装配中融合眼动跟踪和手势识别的人机交互方法和装置，2023.09-2024.08，5万元，主持
  10. 专利成果转化，基于驾驶员眼动信息的驾驶员认知分心检测方法及系统等两项发明专利，2024.07-2025.07，10万元，主持
  11. 专利成果转化，基于双向编码结构的视频帧插值方法及系统，2024.08-2025.08，5万元，主持

Selected Publications

Journal Papers

  1. Xiaohui Yang*, Yu Qiao, Tongzhen Si, Jing Wang, and Tao Xu. Eye-SCAN: Eye-Movement-Attention-based Spatial Channel Adaptive Network for traffic accident prediction[J]. Pattern Recognition, 2025: 111590. (中科院一区，CCF-B)
  2. Chenglong Shao, Tongzhen Si*, and Xiaohui Yang*. Exploring granularity-associated invariance features for text-to-image person re-identification. Multimedia Systems 31, 51 (2025): 1-14. (CCF-C)
  3. Yu Qiao, Xiaohui Yang*, Jing Wang, Tongzhen Si, Qingbei Guo. Driver Cognitive Distraction Detection based on eye movement behavior and integration of multi-view space-channel feature. Expert Systems with Applications, 266, 125975 (2025). (中科院一区，CCF-C)
  4. Kunbiao Li, Xiaohui Yang*, Jing Wang, Feng Zhang, Tao Xu. LGD-FCOS: Driver distraction detection using improved FCOS based on local and global knowledge distillation. Journal of Electronic Imaging, 33(4), 043046 (2024).
  5. Xiaohui Yang*, Weijing Liu, Shaowen Wang. Video frame interpolation based on depthwise over-parameterized recurrent residual convolution. Journal of Electronic Imaging, 33(4), 043036 (2024).
  6. Xiaohui Yang, Yu Qiao, Shiyuan Han, Zhen Feng, Yuehui Chen. Appearance-posture fusion network for distracted driving behavior recognition. Expert Systems with Applications, 257, 124883 (2024). (中科院一区，CCF-C)
  7. Shaowen Wang, Xiaohui Yang*, Zhiquan Feng, Jiande Sun, Ju Liu. EMCFN: Edge-based multi-scale cross fusion network for video frame interpolation. Journal of Visual Communication and Image Representation, 103, 104226 (2024). (CCF-C)
  8. Shuxiang Fa, Xiaohui Yang*, Shiyuan Han, Zhiquan Feng, Yuehui Chen. Multi-scale spatial-temporal attention graph convolutional networks for driver fatigue detection. Journal of Visual Communication and Image Representation, 93, 103826 (2023). (CCF-C)
  9. Xujie Lang, Zhiquan Feng, Xiaohui Yang, Tao Xu. HMMCF: A human-computer collaboration algorithm based on multimodal intention of reverse active fusion. International Journal of Human-Computer Studies, 169: 102916 (2023). (CCF-A)
  10. Hongyue Wang, Zhiquan Feng, Xiaohui Yang, Liran Zhou, Jinglan Tian, Qingbei Guo. MRLab: Virtual-reality fusion smart laboratory based on multimodal fusion. International Journal of Human–Computer Interaction, 1-14 (2023). (CCF-B)
  11. Xiaohui Yang*, Haoran Zhang, Zhe Qu, Zhiquan Feng, Jinglan Tian. Video frame interpolation via residual blocks and feature pyramid networks. IET Image Processing, 17(4): 1060-1070 (2022). (CCF-C)
  12. Haoran Zhang, Xiaohui Yang*, Zhiquan Feng. Context-based video frame interpolation via depthwise over-parameterized convolution. Journal of Electronic Imaging, 30(6), 063004 (2021).
  13. Yingji Zhang, Xiaohui Yang*, Zhiquan Feng. Driving distraction detection based on gaze activity. Electronics Letters, 57(22), 857-859 (2021).
  14. Zhiquan Feng, Bo Yang, Tao Xu, Xiaohui Yang, We Xie, Changsheng Ai, Zhenxiang Chen. FM: Flexible mapping from one gesture to multiple semantics. Information Sciences, 467, 654-669 (2018).
  15. Zhiquan Feng, Bo Yang, Hong Liu, Na Lv, Xiaohui Yang, Jianqin Yin, Yuan Zhang, Xiuyang Zhao. An HCI paradigm fusing flexible object selection and AOM-based animation. Information Sciences, 369, 368-387 (2016).
  16. Xiaohui Yang, Ju Liu, Jiande Sun, Yeejin Lee, Truong Q. Nguyen. Depth-assisted frame rate up-conversion for stereoscopic video. IEEE Signal Processing Letters, 21(4): 423-427 (2014). (CCF-C)
  17. Xiaohui Yang, Jiande Sun, Ju Liu, Xinchao Li, Caixia Yang, Wei Liu. A remote gaze tracking system using gray-distribution-based video processing. Biomedical Engineering: Applications, Basis and Communications, 24(3): 217-227 (2012).

Conference Papers

  1. Shaowen Wang, Xiaohui Yang*, Tongzhen Si, Tao Xu, Zhiquan Feng. BEOUNet: video frame interpolation via bidirectional encoding and optimized U-Net. Sixteenth International Conference on Graphics and Image Processing (ICGIP 2024). SPIE, 2025, 13539: 516-523.
  2. Yu Qiao, Xiaohui Yang*, Jing Wang, Tongzhen Si, Qingbei Guo. Driver cognitive distraction detection based on eye movement behavior and spatio-temporal information fusion. ICONIP 2024, Dec. 2024. (CCF-C)
  3. Yu Qiao, Xiaohui Yang*, Anran Lu. MSAN: Multi-scale adaptive network guided by human attention for accident prediction. PRICAI 2024, pp.243-255, Dec. 2024. (CCF-C)
  4. Shaowen Wang, Xiaohui Yang*, Tongzhen Si, Tao Xu, Zhiquan Feng. BEOUNet: Video frame interpolation via bidirectional encoding and optimized U-Net. ICGIP 2024, Nov. 2024.
  5. Weijing Liu, Xiaohui Yang*, Zhiquan Feng, Tao Xu, Qingbei Guo. Video frame interpolation based on lightweight convolutional unit and three-scale encoder. Proceedings of the 15th International Conference on Digital Image Processing, 2023.
  6. Zhenyu Zang, Xiaohui Yang*, Zhiquan Feng. Self-attention mechanism fusion for recommendation in heterogeneous information network. Lecture Notes in Electrical Engineering, vol 917, 2023. Springer, Singapore.
  7. Ziyou Sun, Xiaohui Yang*, Zhiquan Feng, Tao Xu, Xue Fan, Jinglan Tian. EHR2HG: Modeling of EHRs data based on hypergraphs for disease prediction. IEEE BIBM 2022, pp.1730-1733, 2022. (CCF-B)
  8. Zhe Ma, Xiaohui Yang*, Haoran Zhang. Dangerous driving behavior recognition using CA-CenterNet. IEEE ICBAIE 2021, pp. 556-559, 2021.
  9. Zhe Ma, Xiaohui Yang, Yingji Zhang. Driver hand detection using squeeze-and-excitation YOLOv4. ACM BDSIC 2020, pp. 25-30, 2020.
  10. Yingji Zhang, Xiaohui Yang*, Zhe Ma. Driver's gaze zone estimation method: a four-channel convolutional neural network model. ACM BDSIC 2020, pp. 20-34, 2020.
  11. Zhenyu Zang, Xiaohui Yang. Feedback knowledge graph for recommendation. ACM BDSIC 2020, pp. 37-41, 2020.
  12. Xiaolei Cha, Xiaohui Yang*, Yingji Zhang, Zhiquan Feng, Tao Xu, Xue Fan. Eye tracking in driving environment based on multi-channel convolutional neural network. ACM ICDSP 2020, pp. 141-144, 2020.
  13. Xiaolei Cha, Xiaohui Yang*, Zhiquan Feng, Tao Xu, Xue Fan, Jinglan Tian. Calibration-free gaze zone estimation using convolutional neural network. IEEE SPAC 2018, Dec. 2018.
  14. Xiaohui Yang, Zhiquan Feng, Tao Xu, Haokui Tang, Yan Jiang. Motion-compensated frame interpolation for multiview video using inter-view and intra-view correlations. IEEE ICIP 2017, Beijing, P.R. China. (CCF-C)
  15. Yan Jiang, Xiaohui Yang*, Zhiquan Feng, Yingjie Xia. An efficient 3D video frame interpolation method using color-depth-motion information. IEEE ICCSS 2017.
  16. Xiaohui Yang, Zhiquan Feng, Tao Xu, Yan Jiang, Haokui Tang. Superpixel-based depth map enhancement and hole filling for view interpolation. SPIE ICDIP 2017, Hongkong.
  17. Xiaohui Yang, Ju Liu, Jiande Sun, Zhiquan Feng, Haokui Tang, Lingyin Wang. Frame rate up-conversion based on depth guided extended block matching for 3D video. IEEE VCIP 2016, Chengdu, P.R. China.
  18. Xiaohui Yang, Zhiquan Feng. 3D video frame interpolation via adaptive hybrid motion estimation and compensation. IEEE ICASSP 2016, Shanghai, P.R. China. (CCF-B)
  19. Xiaohui Yang, Ju Liu, Jiande Sun, Xinchao Li, Wei Liu. DIBR based view synthesis for free-viewpoint television, IEEE 3DTV-Conference 2011, Antalya, Turkey.
  20. Xiaohui Yang, Jiande Sun, Ju Liu, Jinyu Chu, Wei Liu, Yuling Gao. A gaze tracking scheme for eye-based intelligent control. IEEE WCICA 2010, Jinan, P.R. China.

Patents

  1. 杨晓晖, 冯志全, 唐好魁, 蒋彦, 徐涛, 王灵垠. 一种基于深度引导扩展块匹配的三维视频帧率提升方法. 中国发明专利, 专利号: ZL201610247833.7, 2017.06.09
  2. 杨晓晖, 冯志全, 唐好魁, 徐涛, 蒋彦, 吕娜. 基于超像素的深度图像预处理和深度空洞填充方法. 中国发明专利, 专利号: ZL201610865067.0, 2017.06.16
  3. 杨晓晖, 冯志全. 一种立体视频帧率提升中运动矢量检测与校正方法及系统. 中国发明专利, 专利号: ZL201610976656.6, 2017.07.21
  4. 杨晓晖, 冯志全, 周劲, 徐涛, 唐好魁. 一种基于视点间关系的多视点视频帧插入方法. 中国发明专利, 专利号: ZL201710146159.8, 2018.01.12
  5. 杨晓晖, 察晓磊, 徐涛, 冯志全, 周劲, 韩士元. 一种基于决策树的驾驶员意图分析方法及系统. 中国发明专利, 专利号: ZL201910376543.6, 2020.12.11
  6. 杨晓晖, 张樱己, 冯志全, 韩士元. 驾驶员状态确定方法、装置、驾驶员监控系统、车辆. 中国发明专利, 专利号: ZL202110720648.6, 2022.07.26
  7. 杨晓晖, 马哲, 冯志全, 徐涛, 韩士元. 一种基于深度学习的驾驶员手部检测方法及系统. 中国发明专利, 专利号: ZL202011530576.0, 2022.09.27
  8. 杨晓晖, 乔厚财, 徐涛, 冯志全, 范雪, 田京兰. 一种动态手势识别方法及系统. 中国发明专利, 专利号: ZL201910604878.9, 2022.10.11（已转化）
  9. 杨晓晖, 察晓磊, 徐涛, 冯志全, 吕娜, 范雪. 虚拟装配中融合眼动跟踪和手势识别的人机交互方法和装置. 中国发明专利, 专利号: ZL201910670994.0, 2022.10.11 （已转化）
  10. 杨晓晖, 马哲, 冯志全, 韩士元, 范雪, 田京兰. 一种基于手部检测的驾驶员异常行为识别方法与系统. 中国发明专利, 专利号: ZL 202110251693.1, 2023.05.16 （已转化）
  11. 杨晓晖, 乔禹, 司统振, 徐涛, 郭庆北. 基于驾驶员眼动信息的驾驶员认知分心检测方法及系统. 中国发明专利, 专利号: ZL 202311422803.1, 2024.08.16 （已转化）
  12. 杨晓晖, 王绍文, 王静, 张风, 司统振. 基于双向编码结构的视频帧插值方法及系统. 中国发明专利, 专利号: ZL 202410059485.5, 2024.09.03 （已转化）
  13. 杨晓晖, 王绍文, 王清, 徐涛, 冯志全.基于边缘信息和多尺度交叉融合网络的帧插入方法及系统. 中国发明专利, 专利号: ZL202310912141.X, 2024.10.29
  14. 杨晓晖, 乔禹, 陈贞翔. 基于眼动注意力引导的空间通道自适应事故预测方法及系统. 中国发明专利, 专利号: ZL 202410672169.5, 2024.11.26
  15. 杨晓晖，张樱己，冯志全，曲守宁，赵新勇，陈达. 一种基于动作行为特征的危险驾驶行为识别方法及系统. 中国发明专利, 专利号: 202410672169.5, 2025.02.07
  16. 杨晓晖，李坤彪，王静，司统振，张风. 一种基于局部与全局知识蒸馏的驾驶分心检测方法及系统. 中国发明专利, 专利号: 202410664375.1, 2025.03.18
  17. 杨晓晖，邵成龙，司统振，杨洁，燕永标，窦瑞华. 一种文本到图像跨模态行人重识别方法及系统. 中国发明专利, 专利号: 202411318602.1

Group

2024: 2023: 2022: