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Professors

Xiao Yi

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Dr. Yi Xiao is a full professor of the top-notch School of Design at Hunan University. He is also the Director of the Digital Culture Innovation Lab. He received Bachelor’s degree and Master’s degree in Mathematics from Sichuan University in 2005 and 2008, and PhD. degree in Electronic Engineering from City University of Hong Kong in 2012. He was also a visiting scholar at the University of Utah from 2019 to 2020.

His research interests include computer graphics, computer vision, machine learning, human-computer interaction, and intelligent design. He has led and participated in several important scientific research projects that have been well funded by various federal agencies. He has published more than 30 papers in TVCG, TNNLS, TMM, ICCV, and other international journals and conferences. Professor Yi Xiao recruits graduate students, doctoral students, research assistants, and post-doctoral fellows who have a background in computer science or industrial design and have a strong interest in machine learning, computer graphics, computer vision, industrial design, and game design & development.


Education:

  • Ph.D., Department of Electronic Engineering, City University of Hong Kong, February, 2012. (Advisor: Chi-Sing Leung)
  • Master, School of Mathematics, Sichuan University, July, 2008. (Advisor: Maokang Luo)
  • Bachelor, School of Mathematics, Sichuan University, July, 2005.

Academic Experiences:

  • 2019- present: School of Design, Hunan University, Professor
  • 2019- 2020: School of Computing, University of Utah, Visiting Scholar
  • 2014-2019: College of Computer Science and Electronic Engineering, Hunan University, Associate Professor
  • 2012-2014: Department of Electronic Engineering, City University of Hong Kong, Post-Doctorial

Research Projects:


Below are some recent research projects I have led:

  • Research on DCNN based interactive image editing and video color editing, National Natural Science Foundation of China, 2019.01~2022.12 (Project leader)

  • Research on Precomputation based O(1) real-time environment map filtering, National Natural Science Foundation of China, 2016.01~2018.12. (Project leader)

Teaching Courses:

  • Human-Computer Interaction
  • Game Design and Development
  • 3D Game Engine Technology

Recent Selected Publications:

  1. Jun Xia, Guanghua Tan, Yi Xiao(*), Fangqiang Xu and Chi-Sing. Leung, "Edge-Aware Multi-Scale Progressive Colorization," ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021, pp. 1655-1659, doi: 10.1109/ICASSP39728.2021.9414764.
  2. Yi Xiao, Jin Wu, Jie Zhang, Peiyao Zhou, Yan Zheng, Chi-Sing Leung, Ladislav Kavan, Interactive Deep Colorization and Its Application for Image Compression. IEEE Transactions on Visualization and Computer Graphics. PP. 1-1. 10.1109/TVCG.2020.3021510. (2020).
  3. Jin Yuan, Heng-Chang Xiong, Yi Xiao(*), Weili Guan, Meng Wang, Richang Hong, Zhi-Yong Li, Gated CNN: Integrating multi-scale feature layers for object detection, Pattern Recognition, published online 2019.
  4. Xianyi Zhu, Yi Xiao(*), Yan Zheng, 2D freehand sketch labeling using CNN and CRF, Multimedia Tools and Applications, published online, 2019
  5. Hongyu Liu, Bin Jiang(*), Yi Xiao, Chao Yang. Coherent Semantic Attention for Image Inpainting. Proc. the 2019 International Conference on Computer Vision (ICCV 2019), pp. 4170-4179, October 27 - November 2, 2019, Seoul, Korea.
  6. Yi Xiao, Peiyao Zhou, Yan Zheng, Chi-Sing Leung,Interactive Deep Colorization using Simultaneous Global and Local Inputs, ICASSP 2019

  7. Xianyi Zhu, Yi Xiao(*), Guanghua Tan, Shizhe Zhou , Chi-Sing Leung, Yan Zheng, GPU-accelerated 2D OTSU and 2D entropy-based thresholding, Journal of Real-Time Image Processing, published online 2019,http://doi.org/10.1007/s11554-018-00848-5
  8. Xianyi Zhu, Yi Xiao(*), and Yan Zheng, Part-level Sketch Segmentation and Labeling Using Dual-CNN, ICONIP 2018, to appear
  9. Yi Xiao, Chao Pan, Yan Zheng, Xianyi Zhu, Zheng Qin, and Jin Yuan, Gradient-Guided DCNN for Inverse Halftoning and Image Expanding, ACCV 2018, to appear
  10. Yi Xiao, Xiang Cao, Yan Zheng, Xianyi Zhu. (2018) Joint Residual Pyramid for Depth Map Super-Resolution. In: Geng X., Kang BH. (eds) PRICAI 2018: Trends in Artificial Intelligence. PRICAI 2018. Lecture Notes in Computer Science, vol 11012. Springer, Cham
  11. Yi Xiao, Tze-Yui Ho, Chi-Sing Leung, "Summed Area Tables for Cube Maps", IEEE TVCG, 24(10):2773-2786, Oct.1 2018.
  12. Yi Xiao, Rui-Bin Feng, Chi-Sing Leung, John Sum, "Objective functionand Learning algorithm for the general node fault situation", IEEE TNNLS,vol.27,no.4, April 2016
  13. Tze-Yui Ho, Yi Xiao, Ruibin Feng, Andrew Chi-SingLeung, Tien-Tsin Wong: "All-Frequency Direct Illumination with Vectorized Visibility". IEEE Trans. Vis.Comput. Graph. 21(8): 945-958 (2015)
  14. Yi Xiao, Liang Wan, Chi Sing Leung, Yu-Kun Lai, Tien-Tsin Wong, "Optimization based Gradient Mesh colour transfer", Computer Graphics Forum, published online, 2015
  15. Yi Xiao, Rui-Bin Feng, Zi-Fa Han, Chi-Sing Leung, "GPU Accelerated Self-Organizing Map for High Dimensional Data", Neural Processing Letters, published online, 2014
  16. Ruibin Feng, Chi Sing Leung, John Sum, Yi Xiao, "Properties and performance of imperfect dual neural network-based kWTA networks", IEEE Transactions on Neural Networks and Learning Systems, accepted for publication, 2014
  17. Yi Xiao, Rui-Bin Feng, Chi-Sing Leung, Pui-Fai Sum, "Online training for open faulty RBF networks", Neural Processing Letters, published online, 2014
  18. Yi Xiao, Chi-Sing Leung, Tze-Yui Ho, Liang Wan, Tien-Tsin Wong, "Concentric spherical representation for omnidirectional soft shadows", Computer Graphics Forum, vol.32, no.6, pp.201-213, 2013.
  19. Yi Xiao, Liang Wan, Chi-Sing Leung, Yu-Kun Lai, Tien-Tsin Wong, "Example based color transfer for gradient meshes", IEEE Transactions On Multimedia, vol.15, no.3, pp.549-560, April 2013.
  20. Yi Xiao ,Yuxin Liu, Chi-Sing Leung, Sum, J.P., Ho, K., "Analysis on the convergence time of dual neural network-based kWTA" , IEEE Transactions on Neural Networks and Learning Systems, vol.23, no.4, pp.676-682, April 2012.
  21. Yi Xiao, Chi-Sing Leung, Ping-Man Lam, and Tze-Yui Ho, "Self-organizing map based color palette for high-dynamic range texture compression", Neural Computing & Applications, vol.21(4), pp.639-647, 2012.
  22. Yi Xiao, Chi-Sing Leung, Tze-Yui Ho, and Ping-Man Lam. "A gpu implementation for lbg and som training", Neural Computing & Applications, vol.20(7), pp.1035-1042, 2011.



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