Weiyao Lin

  Associate Professor

  Department of Electronic Engineering

  Shanghai Jiao Tong University

   

  Email: wylin AT sjtu DOT edu DOT cn    Phone: (86)-21-34208843

  

  

 

 

University of Washington, Seattle 2010 PhD
Shanghai Jiao Tong University 2005 ME
Shanghai Jiao Tong University 2003 BS

 

 

 

 


[Biosketch] [Research Interests] [Recent Research Projects] [Teaching] [Recent Journal Papers] [Recent Conference Papers]  [Recent Patents] [Books] [Book Chapters] [Students] [Technical Activities] [Press]


 

Biosketch

 

Weiyao Lin received his B.S. degree and M.E. degree from Shanghai Jiao Tong University in 2003 and 2005, respectively, and Ph.D. degree from University of Washington, Seattle in 2010, all in electrical engineering. His Ph.D advisor is Prof. Ming-Ting Sun,and his co-advisors are Prof. Radha Poovendran and Dr. Zhengyou Zhang. He also worked as research interns at Motorola Inc., RealNetworks, and Thomson Technology during 2006-2010, respectively.

 

Since 2010,he joined the Department of Electronic Engineering, Shanghai Jiao Tong University. Currently, he is an associate professor at Shanghai Jiao Tong University

 

 

 

Research Interests (See highlighted works for details)

 

 

Recent Research Projects

 

  • Principle Investigator, National Science Foundation of China, 2015-2018.

  • Principle Investigator, Pujiang Scholar Grant, 2013-2015

 

 

Teaching

 

Undergraduate Courses: 

 

 

Selected Journal Papers (See highlighted works for details)

 

Full Publication List

            

[1] X. Zhang, H. Xiong, Weiyao Lin, Q. Tian, "Weak to strong detector learning for simultaneous classification and localization," accepted by IEEE Trans. Circuits and Systems for Video Technology, 2018.

 

[2] X. Zhang, H. Xiong, W. Zhou, Weiyao Lin, Q. Tian, "Picking neural activations for fine-grained recognition," IEEE Trans. Multimedia, vol. 19, no. 12, pp. 2736-2750, 2017.  

 

[3] Weiyao Lin, Y. Zhou, H. Xu, J. Yan, M. Xu, J. Wu, Z. Liu, "A tube-and-droplet-based approach for representing and analyzing motion trajectories," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 39, no. 8, pp. 1489-1503, 2017. [Project Page with Source Code & Dataset] 

 

[4] Weiyao Lin, Y. Shen, J. Yan, M. Xu, J. Wu, J. Wang, K. Lu, "Learning correspondence structures for person re-identification," IEEE Trans. Image Processing, vol. 26, no. 5, pp. 2438-2453, 2017. [Project Page with Dataset]

 

[5] L. Xie, J. Wang, Weiyao Lin, B. Zhang, Q. Tian, "Towards reversal-invariant image representation," International Journal of Computer Vision, vol. 123, no. 2, pp. 226-250, 2017. 

 

[6] B. Wang, H. Xiong, Weiyao Lin, J. Zou, Y. F. Zheng, "Multitask learning of compact semantic codebooks for context-aware scene modeling," IEEE Trans. Image Processing, vol. 25, no. 11, pp. 5411-5426, 2016.  

 

[7] Weiyao Lin, Y. Mi, W. Wang, J. Wu, J. Wang, T. Mei, "A diffusion and clustering-based approach for finding coherent motions and understanding crowd scenes," IEEE Trans. Image Processing, vol. 25, no. 4, pp. 1674-1687, 2016.

 

[8] J. Wu, Y. Zhang, Weiyao Lin, "Good practices for learning to recognize actions using FV and VLAD," IEEE Trans. Cybernetics, vol. 46, no. 12, pp. 2978-2990, 2016.

 

[9] X. Han, C. Zhang, Weiyao Lin, M. Xu, B. Sheng, T. Mei, "Tree-based visualization and optimization for image collection," IEEE Trans. Cybernetics, vol. 46, no. 6, 1286-1300, 2016. [Project Page with Dataset]

 

[10] Weiyao Lin, Y. Zhang, J. Lu, B. Zhou, J. Wang, Y. Zhou, "Summarizing surveillance videos with local-patch-learning-based abnormality detection, blob sequence optimization, and type-based synopsis," Neurocomputing, vol. 155, pp. 84-98, 2015.   

 

[11] H. Wang, H. Du, Weiyao Lin, S. Kwong, O. Au, J. Wu, Z. Wei, "Early detection of all-zero 4x4 blocks in high efficiency video coding," Journal of Visual Communication and Image Representation, vol. 25, no. 7, pp. 1784-1790, 2014.

 

[12] Y. Zhang, J. Wu, J. Cai, Weiyao Lin, "Flexile image similarity computation using hyper-spatial matching," IEEE Trans. Image Processing, vol. 23, no. 9, pp. 4112-4125, 2014.

 

[13] Weiyao Lin, Y. Chen, J. Wu, H. Wang, B. Sheng, H. Li, "A new network-based algorithm for human activity recognition in videos," IEEE Trans. Circuits and Systems for Video Technology, vol. 24, no. 5, pp. 826-841, 2014.

 

[14] Y. Zhang, Weiyao Lin, B. Zhou, Z. Chen, B. Sheng, J. Wu, "Facial expression cloning with elastic and muscle models," Journal of Visual Communication and Image Representation, vol. 25, no. 5, pp. 916-927, 2014.  

 

[15] Z. Lu, X. Yang, Weiyao Lin, H. Zha, X. Chen, "Inferring user image search goals under the implicit guidance of users," IEEE Trans. Circuits and Systems for Video Technology, vol. 24, no. 3, pp. 394-406, 2014.

   

[16] C. Zhang, Weiyao Lin, W. Li, B. Zhou, J. Xie, J. Li, "Improved image deblurring based on salient-region segmentation," Signal Processing: Image Communication, vol. 28, no. 9, pp. 1171-1186, 2013.

   

[17] Weiyao Lin, H. Chu, J. Wu, B. Sheng, Z. Chen, "A new heat-map-based algorithm for recognizing group activities in videos," IEEE Trans. Circuits and Systems for Video Technology, vol. 23, no. 11, pp. 1980-1992, 2013.        

        

[18] Y. Chen, Weiyao Lin, C. Zhang, Z. Chen, N. Xu, J. Xie, "Intra-and-inter-constraint-based video enhancement based on piecewise tone mapping," IEEE Trans. Circuits and Systems for Video Technology, vol. 23, no. 1, pp. 74-82, 2013.

  

[19] Z. Lu, H. Zha, X. Yang, Weiyao Lin, Z. Zheng, "A new algorithm for inferring user search goals with feedback sessions," IEEE Trans. Knowledge and Data Engineering, vol. 25, no. 3, pp. 502-513, 2013. 

 

[20] H. Hu, B. Li, Weiyao Lin, W. Li, M.-T. Sun, "Region-based rate control for H.264/AVC for low bit-rate applications," IEEE Trans. Circuits and Systems for Video Technology, vol. 22, no. 11, pp. 1564-1576, 2012.

   

[21] Weiyao Lin, M.-T. Sun, H. Li, Z. Chen, W. Li, B. Zhou, "Macroblock classification for video applications involving motions," IEEE Trans. Broadcasting, vol. 58, no. 1, pp. 34-46, 2012.

    

[22] K. Guo, X. Yang, H. Zha, Weiyao Lin, S. Yu, "Multiscale semi-local interpolation with anti-aliasing," IEEE Trans. Image Processing, vol. 21, no. 2, pp. 615-625, 2012.     

      

[23] J. Huang, X. Yang, X. Fang, Weiyao Lin, R. Zhang, "Integrating visual saliency and consistency for re-ranking image search results," IEEE Trans. Multimedia, vol. 13, no. 4, pp. 653-661, 2011. 

     

[24] Weiyao Lin, K. Panusopone, D. Baylon, M.-T. Sun, Z. Chen, H. Li, "A fast sub-pixel motion estimation algorithm for H.264/AVC video coding," IEEE Trans. Circuits and Systems for Video Technology, vol. 21, no. 2, pp. 237-242, 2011.


[25] Weiyao Lin, K. Panusopone, D. Baylon, M.-T. Sun, "A computation control motion estimation method for complexity scalable video coding," IEEE Trans. Circuits and Systems for Video Technology, vol. 20, no. 11, pp. 1533-1543, 2010.


[26] Weiyao Lin, Ming-Ting Sun, Radha Poovendran, Zhengyou Zhang, "Group event detection with a varying number of group members for video surveillance," IEEE Trans. Circuits and Systems for Video Technology, vol. 20, no. 8, pp. 1057-1067, 2010.


[27] Weiyao Lin, Ming-Ting Sun, Radha Poovendran, Zhengyou Zhang, "Activity recognition using a combination of category components and local models for video surveillance," IEEE Trans. Circuits and Systems for Video Technology, vol. 18, pp. 1128-1139, 2008.

 

 

  

 

   

Selected Conference Papers (See highlighted works for details)

 

Full Publication List

 

[28] Weiyao Lin , Y. Mi, J. Wu, K. Lu, H. Xiong, "Action recognition with coarse-to-fine deep feature integration and asynchronous fusion," AAAI Conf. Artificial Intelligence (AAAI), 2018.

 

[29] Y. Xu , Y. Wang, A. Zhou, Weiyao Lin, H. Xiong, "Deep neural network compression with single and multiple level quantization," AAAI Conf. Artificial Intelligence (AAAI), 2018.

 

[30] J. Luo, J. Wu, Weiyao Lin, "ThiNet: A filter level pruning method for deep neural network compression," Intl. Conf. Computer Vision (ICCV), 2017. [Project Page with Dataset]

 

[31] S. Zhang, Weiyao Lin, P. Lu, W. Li, S. Deng, "Kill two birds with one stone: boosting both object detection accuracy and speed with adaptive patch-of-interest composition," IEEE Intl. Conf. Multimedia & Expo Workshop (ICME), 2017. [Project Page with Dataset]

 

[32] H. Xu, J. Yan, N. Persson, Weiyao Lin, H. Zha, "Fractal dimension invariant filtering and its CNN-based implementation," IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2017.

 

[33] L. Liu, Weiyao Lin, L. Wu, Y. Yu, Y. M. Yang, "Unsupervised deep domain adaptation for pedestrian detection," European Conf. Computer Vision Crowd Understanding Workshop (ECCV CUw), 2016. [Project Page]

 

[34] X. Zhang, H. Xiong, W. Zhou, Weiyao Lin, Q. Tian, "Picking deep filter responses for fine-grained image recognition," IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2016.

 

[35] Y. Shen, Weiyao Lin, J. Yan, M. Xu, J. Wu, J. Wang, "Person re-identification with correspondence structure learning," Intl. Conf. Computer Vision (ICCV), 2015.

 

[36] H. Xu, Y. Zhou, Weiyao Lin, H. Zha, "Unsupervised trajectory clustering via adaptive multi-kernel-based shrinkage," Intl. Conf. Computer Vision (ICCV), 2015.

 

[37] L. Xie, J. Wang, Weiyao Lin, B. Zhang, Q. Tian, "RIDE: Reversal invariant descriptor enhancement," Intl. Conf. Computer Vision (ICCV), 2015.  

 

[38] Weiyao Lin, Y. Mi, Y. Zhong, W. Wang, "Finding coherent motions and understanding crowd scenes: a diffusion and clustering-based approach," IEEE Conf. Computer Vision and Pattern Recognition Scene Understanding Workshop (CVPR SUNw), 2015. 

 

[39] Y. Zhou, Weiyao Lin, H. Su, J. Wu, J. Wang, Y. Zhou, "Representing and recognizing motion trajectories: a tube and droplet approach," ACM Multimedia (MM), 2014.

 

[40] W. Wang, Weiyao Lin, Y. Chen, J. Wu, J. Wang, B. Sheng, "Finding coherent motions and semantic regions in crowd scenes: a diffusion and clustering approach," European Conf. Computer Vision (ECCV), 2014.

 

[41] M. Chen, Weiyao Lin, X. Zhen, "An efficient coding method for coding region-of-interest locations in AVS2," IEEE Intl. Conf. Multimedia & Expo Workshop (ICME), 2014.

 

[42] J. Wu, Y. Zhang, Weiyao Lin, "Towards good practices for action video encoding," IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2014.

   

[43] X. Su, Weiyao Lin, X. Zheng, X. Han, H. Chu, X. Zhang, "A new local-main-gradient-orientation HOG and contour differences based algorithm for object classification," IEEE Intl. Symp. Circuits and Systems (ISCAS), 2013.

 

[44] Y. Zhang, J. Wu, Weiyao Lin, "Exclusive visual descriptor quantization," Asian Conf. Computer Vision (ACCV), 2012.

 

[45] X. Han, G. Li, Weiyao Lin, X. Su, H. Li, H. Wei, "Periodic motion detection with ROI-based similarity measure and extrema-based reference-frame selection," Asia Pacific Signal and Processing Association Conference (APSIPA), 2012. 

 

[46] Y. Tao, Y. Chen, Weiyao Lin, X. Han, H. Li, Z. Lu, "A patch-based framework for detecting abnormal activities with a PTZ camera," IEEE Visual Communications and Image Processing (VCIP), 2012.   

  

[47] H. Chu, Weiyao Lin, J. Wu, X. Zhou, Y. Chen, H. Li, "A new heat-map-based algorithm for human group activity recognition," ACM Multimedia (MM), 2012.

 

[48] C. Zhang, X. Yang, J. Zhu, Weiyao Lin, "Parsing collective behaviors by hierarchical model with varying structure," ACM Multimedia (MM), 2012.

 

Recent Patents

    

[49] Methods and apparatus for efficient adaptive filtering for video encoders and decoders, Patent #: US 9167270 (US Patent)

 

[50] Method and apparatus for complexity-scalable motion estimation, Patent #: US 8750379 (US Patent)

 

[51] Method and apparatus for fast motion estimation, Patent #: US 8798152 (US Patent)

 

[52] Methods and apparatus for fusion-based spatial-temporal video enhancement, Patent #: ZL201110215674.X (Chinese)

 

[53] Methods and apparatus for periodic motion detection based on sports videos, Patent #: ZL201110234414.7 (Chinese)

 

[54] Methods and apparatus for multi-camera video abnormality detection based on network transmission model, Patent # ZL201110374684.8 (Chinese)

   

 

 

Books

 

Weiyao Lin, "Video Surveillance: New Technologies and Developments," VDM Verlag, ISBN: 978-3-639-34220-8, 2011. 

    

Weiyao Lin, "Video Surveillance," InTech Press, ISBN: 978-953-307-436-8, 2011.

 

 

 

Book Chapters

 

Weiyao Lin, B. Zhou, D. Jiang, C. Zhang, "Macroblock classification method for computation control video coding and other video applications involving motions," in Advanced Video Communications over Wireless Networks, (C. Zhu and Y. Li eds.), CRC Press, ISBN: 978-1-4398-7998-6, 2013. 

   
   

Students

 

Current Graduate Students

   

Graduate Alumni

 

 

Undergraduate Alumni

 

   

 

Technical Activities

 

 

 

 

Press

 

 

 

 

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Last updated on Feb. 2011


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