Yifeng He, PhD

Email: yifenghe2008@gmail.com
My GitHub: https://github.com/Yifeng-He

Dr. Yifeng He is a Sr. Data Scientist with interest in machine learning, deep learning, computer vision, and artificial intelligence.

AI demos created by me.


Publications

Patents:

  1. Ling Guan, Matthew Kyan, Srinivas Krishna, Jason Raymond Thomas Bond, Nan Dong, Naimual Mefraz Khan, Xiaoming Nan, Yifeng He, and Edward Biggs “Systems and methods for a shared mixed reality experience”, WO2014188393A1, Nov. 27, 2014.

Journal Publications:

  1. Nour El Din Elmadany, Yifeng He, and Ling Guan, “Information Fusion for Human Action Recognition via Biset/Multiset Globality Locality Preserving Canonical Correlation Analysis”, IEEE Transactions on Image Processing, vol. 27, no. 11, pp. 5275-5287, Nov. 2018.
  2. Nour El Din Elmadany, Yifeng He, and Ling Guan, “Multimodal Learning for Human Action Recognition via Bimodal/Multimodal Hybrid Centroid Canonical Correlation Analysis”, IEEE Transactions on Multimedia, Oct. 2018.
  3. Xiaoming Nan, Xun Guo, Yan Lu, Yifeng He, Ling Guan, Shipeng Li, and Baining Guo, “Delay-rate-distortion optimization for cloud gaming with hybrid streaming”, IEEE Transactions on Circuits and Systems for Video Technology, vol. 27, no. 12, pp. 2687-2701, Dec, 2017.
  4. Chengwu Liang, Lin Qi, Yifeng He, and Ling Guan, “3D Human Action Recognition Using a Single Depth Feature and Locality-Constrained Affine Subspace Coding”, IEEE Transactions on Circuits and Systems for Video Technology, Jun. 2017.
  5. Yifeng He, Ziyang Zhang, Xiaoming Nan, Ning Zhang, Fei Guo, Edward Rosales, and Ling Guan, “vConnect: perceive and interact with real world from CAVE”, Springer Journal Multimedia Tools and Applications, vol. 74, no. 24, pp. 1–30, Dec. 2015.
  6. Xiaoming Nan, Ziyang Zhang, Ning Zhang, Fei Guo, Yifeng He, and Ling Guan, “vDesign: a CAVE-based virtual design environment using hand interactions”, Springer Journal on Multimodal User Interfaces, vol. 8, no. 4, pp. 367–379, Sep. 2014.
  7. Xiaoming Nan, Yifeng He, and Ling Guan, “Queueing Model based Resource Optimization for Multimedia Cloud”, Elsevier Journal of Visual Communication and Image Representation, vol. 25, no. 5, pp. 928–942, Jul. 2014.
  8. Jian Li, Yifeng He, Yun Tie, and Ling Guan, “Optimal load balancing algorithm for multi-cell LTE networks”, International Journal of Wireless Communications and Mobile Computing, vol. 2, no. 2, pp. 23–29, Mar. 2014.
  9. Jian Li, Yifeng He, Yun Tie, and Ling Guan, “Optimal resource allocation for LTE uplink scheduling in smart grid communications”, International Journal of Wireless Communications and Mobile Computing, vol. 1, no. 2, pp. 15–22, Nov. 2013.
  10. Yifeng He and Shujjat Ahmed Khan, “Improving streaming capacity in P2P live streaming systems via resource sharing”, Internet of Things and Cloud Computing, vol. 1, no. 2, pp. 15–22, Oct. 2013.
  11. Seyed Mahdi Shahrokhi and Yifeng He, “Energy-saving MAC Scheme with Dynamic Transmission Thresholds for Body Sensor Networks”, International Journal of Sensors and Sensor Networks, vol. 1, no. 6, pp. 69–74, Oct. 2013.
  12. Yifeng He and Ling Guan, “Source rate maximization for smart meter mesh networks using distributed algorithm”, Journal of Communications and Information Sciences (JCIS), vol. 3, no. 4, pp. 19–26, Oct. 2013.
  13. Yifeng He and Mohammad Shams Yazdi, “Differentiated service for smart grid neighbourhood area networks via optimal resource allocation”, International Journal of Sensors and Sensor Networks, vol. 1, no. 5, pp. 55–60, Sep. 2013.
  14. Yifeng He, Bala Venkatesh, and Ling Guan, “Optimal scheduling for charging and discharging of electric vehicles”, IEEE Transactions on Smart Grid, vol. 3, no. 3, pp. 1095–1105, Sep. 2012.
  15. Yifeng He and Ling Guan, “Improving streaming capacity in multi-channel P2P VoD systems via intra-channel and cross-channel resource allocation”, International Journal of Digital Multimedia Broadcasting, Volume 2012, Article ID 807520, 9 pages, 2012.
  16. Yifeng He, Wenwu Zhu, and Ling Guan, “Optimal resource allocation for pervasive health monitoring systems with body sensor networks”, IEEE Transactions on Mobile Computing, vol. 10 no. 11, pp. 1558–1575, Nov. 2011.
  17. Xiaoming Nan, Yifeng He, and Ling Guan, “Optimizing resource allocation for multimedia cloud computing”, IEEE Multimedia Communications Technical Committee E-Letter, vol. 6, no. 9, pp. 9-12, Sep. 2011.
  18. Yifeng He and Ling Guan, “Solving streaming capacity problems in P2P VoD systems”, IEEE Transactions on Circuits and Systems for Video Technology, vol. 20, no. 11, pp. 1638 –1642, Nov. 2010.
  19. Yifeng He and Ling Guan, “Distributed optimization for wireless visual sensor networks”, IEEE Multimedia Communications Technical Committee E-Letter, vol. 4, no. 10, pp. 17-18, Nov. 2009.
  20. Yifeng He, Ivan Lee, and Ling Guan, “Optimized video multicasting over wireless ad hoc networks using distributed algorithm”, IEEE Transactions on Circuits and Systems for Video Technology, vol. 19, no. 6, pp. 796-807, Jun. 2009.
  21. Yifeng He, Ivan Lee, and Ling Guan, “Distributed algorithms for network lifetime maximization in wireless visual sensor networks”, IEEE Transactions on Circuits and Systems for Video Technology, vol. 19, no. 5, pp. 704-718, May 2009.
  22. Yifeng He, Ivan Lee, and Ling Guan, “Distributed throughput maximization in P2P VoD applications”, IEEE Transactions on Multimedia, vol. 11, no. 3, pp. 509-522, Apr. 2009.
  23. Yifeng He, Guobin Shen, Yongqiang Xiong and Ling Guan, “Optimal prefetching scheme in P2P VoD applications with guided seeks”, IEEE Transactions on Multimedia, vol. 11, no. 1, pp. 138-151, Jan. 2009.
  24. Hatice Kosek, Yifeng He, Xijia Gu, and Xavier Fernando, “All-optical demultiplexing of WLAN and cellular CDMA radio signals”, IEEE Journal of Lightwave Technology, vol. 25, no. 6, pp. 1401-1409, Jun. 2007.
  25. Yifeng He, Brad Stimpson, Ivan Lee, Xijia Gu, and Ling Guan, “Adaptive peer-to-peer streaming over hybrid wireless networks”, International Journal of Intelligent Systems Technologies and Applications, vol. 3, no. 3/4, pp. 257-276, Apr. 2007.
  26. Xijia Gu, Ling Guan, Yifeng He, Haibin Zhang, and Peter R. Herman, "High-strength fiber Bragg gratings for a temperature-sensing array”, IEEE Sensors Journal, vol. 6, no. 3, pp. 668-671, Jun. 2006.

Books:

  1. Ling Guan, Yifeng He and Sun-Yuan Kung (Editors), Multimedia Image and Video Processing, 2nd Edition, 828 pages, CRC Press, Mar. 2012.
  2. Yifeng He, Ling Guan, and Wenwu Zhu (Authors), Optimal Resource Allocation for Distributed Video Communication, 207 pages, CRC Press, Jun. 2013.

Book Chapters:

  1. Yifeng He and Ling Guan, “Peer-to-peer streaming systems”, in Intelligent Multimedia Communication: Techniques and Applications. Changwen Chen, Zhu Li, and Shiguo Lian (editors), Springer-Verlag Berlin Heidelberg, SCI 280, pp. 195–215, May 2011.
  2. Yifeng He and Ling Guan, “Resource optimization for distributed video communications”, in Multimedia Image and Video Processing, (2nd Edition). Ling Guan, Yifeng He and Sun-Yuan Kung (editors), CRC Press, Feb. 2012.
  3. Xiaoming Nan, Yifeng He, and Ling Guan, “Resource optimization for multimedia cloud computing”, in Cloud Computing and Digital Media: Fundamentals, Techniques, and Applications, Kuan-Ching Li, Qing Li, and Timothy Shih (editors), 423 pages, CRC Press, Chapter 2, pp. 21–45, Mar. 2014.

Editorials:

  1. Yifeng He, Ling Guan,Wenwu Zhu, and Ivan Lee, “Editorial: cloud computing and dynamic resource allocation for multimedia applications”, Special Issue in International Journal of Digital Multimedia Broadcasting, Volume 2012, Article ID 238460, 2 pages, 2012.

Conference Publications:

  1. Nour El Din Elmadany, Yifeng He, and Ling Guan, “Discriminative feature selection guided deep Canonical correlation analysis”, to appear in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Brighton, UK, May 2019. (New)
  2. Fei Guo, Yifeng He, and Ling Guan, “Deep camera pose regression using motion vectors”, in Proc. of IEEE International Conference on Image Processing (ICIP), Athens, Greece, Oct. 2018.
  3. Thanh Hong-Phuoc, Yifeng He, and Ling Guan, “A sparse coding based key-point detector”, in Proc. of IEEE International Conference on Image Processing (ICIP), Athens, Greece, Oct. 2018.
  4. Nour El Din Elmadany, Yifeng He, and Ling Guan, “Integrating entropy skeleton motion maps and convolutional neural networks for human action recognition”, in Proc. of IEEE International Conference on Multimedia and Expo (ICME), San Diego, USA, Jul. 2018.
  5. Fei Guo, Yifeng He, and Ling Guan, “RGB-D Camera Pose Estimation using Deep Neural Network”, in Proc. of IEEE Global Conference of Signal and Information Processing, Montreal, Canada, Nov. 2017.
  6. Nour El Din Elmadany, Yifeng He, and Ling Guan, “Human Action Recognition by Fusing Deep Features with Globality Locality Preserving Canonical Correlation Analysis”, in Proc. of IEEE International Conference on Image Processing (ICIP), Beijing, China, Sep. 2017.
  7. Fei Guo, Yifeng He, and Ling Guan, “RGB-D Camera Pose Estimation using Deep Neural Network”, in Proc. of IEEE Global Conference of Signal and Information Processing, Montreal, Canada, Nov. 2017.
  8. Salah Rabba, Yifeng He, Mathew Kyan, and Ling Guan, “Pupil Localization for Gaze Estimation using Unsupervised Graph-Based Model”, in Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Baltimore, USA, May 2017.
  9. Nour El Din Elmadany, Yifeng He, and Ling Guan, “Human Gesture Recognition via Bag of Angles for 3D Virtual City Planning in CAVE Environment”, in Proc. of IEEE International Workshop on Multimedia Signal Processing (MMSP), Montreal, Canada, Sep. 2016.
  10. Xiaoming Nan, Yifeng He, and Ling Guan, “Joint Optimization of Resource Allocation and Workload Scheduling for Cloud based Multimedia Services”, in Proc. of IEEE International Workshop on Multimedia Signal Processing (MMSP), Montreal, Canada, Sep. 2016.
  11. Xiaoming Nan, Yifeng He, and Ling Guan, “Delay-rate-distortion Optimization for Cloud-based Collaborative Rendering”, in Proc. of IEEE International Workshop on Multimedia Signal Processing (MMSP), Montreal, Canada, Sep. 2016.
  12. Nour El Din Elmadany, Yifeng He, and Ling Guan, “Human action recognition via multiview discriminative analysis of canonical correlations”, in Proc. of IEEE International Conference on Image Processing (ICIP), pp. 4170-4174, Phoenix, Arizona, USA, Sep. 2016.
  13. Fei Guo, Yifeng He, and Ling Guan, “A hybrid metric for camera pose estimation in RGB-D reconstruction”, in Proc. of IEEE International Conference on Multimedia and Expo Workshop on Hot Topics in 3D (Hot3D), Seattle, USA, Jul. 2016.
  14. Naimul Khan, Xiaoming Nan, Nan Dong, Yifeng He, Matthew Kyan, Jennifer James, Ling Guan, and Charles Davis, “Toward a shared large-area mixed reality system”, in Proc. of IEEE International Conference on Multimedia and Expo Workshop on Mobile Multimedia Computing (MMC), Seattle, USA, Jul. 2016.
  15. Nour El Din Elmadany, Yifeng He, and Ling Guan, “Multiview emotion recognition via multi-set locality-preserving canonical correlation analysis”, in Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), pp. 590-593, Montreal, Canada, May 2016.
  16. Nour El Din Elmadany, Yifeng He, and Ling Guan, “Multiview learning via deep discriminative canonical correlation analysis”, in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 2409-2413, Shanghai, China, Apr. 2016.
  17. Nour El Din Elmadany, Yifeng He, and Ling Guan, “Human action recognition using hybrid centroid canonical correlation analysis”, in Proc. of IEEE International Symposium on Multimedia (ISM), Miami, USA, pp. 205–210, Dec. 2015.
  18. Fei Guo, Yifeng He, and Ling Guan, “An improved ICP registration algorithm with a weight-bootstrap scheme”, in Proc. of IEEE International Workshop on Multimedia Signal Processing (MMSP), Xiamen, China, Oct. 2015.
  19. Nour El Din Elmadany, Yifeng He, and Ling Guan, “Human action recognition using temporal hierarchical pyramid of depth motion map and KECA”, in Proc. of IEEE International Workshop on Multimedia Signal Processing (MMSP), Xiamen, China, Oct. 2015.
  20. Xioaming Nan, Yifeng He, and Ling Guan, “Towards Dynamic Resource Optimization for Cloud-based Free Viewpoint Video Service”, in Proc. of IEEE International Conference on Image Processing (ICIP), pp. 3498-3502, Paris, France, Oct. 2014.
  21. Xiaoming Nan, Xun Guo, Yan Lu, Yifeng He, Ling Guan, Shipeng Li, Baining Guo, “A novel cloud gamming framework using joint video and graphics streaming”, in Proc. of IEEE International Conference on Multimedia and Expo (ICME), Chengdu, China, Jul. 2014.
  22. Yifeng He, Ziyang Zhang, Xiaoming Nan, Ning Zhang, Fei Guo, Edward Rosales, and Ling Guan, “vConnect: Connect the Real World to the Virtual World”, in Proc. of IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA), pp. 30-35, Ottawa, Canada, May 2014.
  23. Xiaoming Nan, Yifeng He, and Ling Guan, “Towards optimal resource allocation for differentiated multimedia services in cloud computing environment”, in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 684-688, Florence, Italy, May 2014.
  24. Xiaoming Nan, Fei Guo, Yifeng He, and Ling Guan, “vPresent: A Cloud based 3D Virtual Presentation Environment for Interactive Product Customization”, in Proc. of SPIE Optics + Photonics: Applications of Digital Image Processing XXXVI, pp. 88560B-88560B, San Diego, United States, Aug. 2013. (Invited)
  25. Xiaoming Nan, Ziyang Zhang, Ning Zhang, Fei Guo, Yifeng He, and Ling Guan, “vDesign: Toward Image Segmentation and Composition in Cave using Finger Interactions”, in Proc. of IEEE China Summit & International Conference on Signal and Information Processing (ChinaSIP), pp. 461-465, Beijing, China, Jul. 2013. (Invited)
  26. Xiaoming Nan, Yifeng He, and Ling Guan, “Optimal task-level scheduling for cloud based multimedia applications”, in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 3771-3775, Vancouver, Canada, May 2013.
  27. Xiaoming Nan, Yifeng He, and Ling Guan, “Optimal resource allocation for multimedia application providers in multi-site cloud”, in Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), pp. 449-452, Beijing, China, May 2013.
  28. Xiaoming Nan, Yifeng He, and Ling Guan, “Optimization of workload scheduling for multimedia cloud computing”, in Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), pp. 2872-2875, Beijing, China, May 2013.
  29. Xiaoming Nan, Yifeng He, and Ling Guan, “Optimization of resource reconfiguration for cloud-based multimedia applications”, in Proc. of IEEE Visual Communications and Image Processing (VCIP), San Diego, USA, Nov. 2012.
  30. Xiaoming Nan, Yifeng He, and Ling Guan, “Optimal allocation of virtual machines for cloud-based multimedia applications”, in Proc. of IEEE International Workshop on Multimedia Signal Processing (MMSP), pp. 175-180, Banff, Canada, Sep. 2012.
  31. Bo Guan and Yifeng He, “Optimal resource allocation for multi-layered video streaming over multi-channel cognitive radio networks”, in Proc. of IEEE International Conference on Ubiquitous Computing and Communications (IUCC), pp. 1525-1528, Liverpool, UK, Jun. 2012.
  32. Xiaoming Nan, Yifeng He, and Ling Guan, “Optimal resource allocation for multimedia cloud in priority service scheme”, accepted in IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1111-1114, Seoul, Korea, 2012.
  33. Bo Guan and Yifeng He, “Optimal resource allocation for video streaming over cognitive radio networks”, in Proc. of IEEE International Workshop on Multimedia Signal Processing (MMSP), Huangzhou, China, Oct. 2011.
  34. Xiaoming Nan, Yifeng He, and Ling Guan, “Optimal resource allocation for multimedia cloud based on queuing model”, in Proc. of IEEE International Workshop on Multimedia Signal Processing (MMSP), Huangzhou, China, Oct. 2011.
  35. Yifeng He, Wenwu Zhu, and Ling Guan, “Optimal resource allocation to provide QoS guarantee in pervasive health monitoring systems”, in Proc. of IEEE International Conference on Multimedia & Expo (ICME) – Multimedia Services and Technologies for E-health (MUST-EH) Workshop, Barcelona, Spain, Jul. 2011.
  36. Yifeng He, Wenwu Zhu, and Ling Guan, “Optimal source rate allocation in body sensor networks with energy harvesting”, in Proc. of IEEE International Conference on Multimedia & Expo (ICME) – Multimedia Services and Technologies for E-health (MUST-EH) Workshop, Barcelona, Spain, Jul. 2011.
  37. Yifeng He and Ling Guan, “Streaming capacity in multi-channel P2P VoD systems”, in Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1819-1822, Paris, France, May 2010.
  38. Yifeng He and Ling Guan, “Prefetching optimization in P2P VoD applications”, in Proc. of IEEE International Conference on Advances in Multimedia (MMEDIA), pp. 110-115, Colmar, France, Jul. 2009.
  39. Yifeng He and Ling Guan, “Optimal resource allocation for video communication over distributed systems”, Plenary Paper, in Proc. of IEEE International Conference on Multimedia and Expo (ICME), pp. 1414-1423, New York, USA, Jul. 2009.
  40. Yifeng He and Ling Guan, “Improving the streaming capacity in P2P VoD systems with helpers”, in Proc. of IEEE International Conference on Multimedia and Expo (ICME), pp. 790-793, New York, USA, Jul. 2009.
  41. Yifeng He and Ling Guan, “Streaming capacity in P2P VoD systems”, in Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), pp. 742-745, Taipei, Taiwan, May 2009.
  42. William Shaw, Yifeng He, and Ivan Lee, “Mobile sink to track multiple targets in wireless visual sensor networks”, in Proc. of IEEE International Symposium on Ubiquitous Multimedia Computing (UMC), pp. 51-56, Hobart, Australia, Oct. 2008.
  43. Ivan Lee, Yifeng He, and Ling Guan, “From centralized to decentralized video streaming using multiple descriptions coding”, in Proc. of IEEE International Symposium on Ubiquitous Multimedia Computing (UMC), pp. 112-117, Hobart, Australia, Oct. 2008.
  44. Yifeng He, Guobin Shen, Yongqiang Xiong, and Ling Guan, "Probabilistic prefetching scheme for P2P VoD applications with frequent seeks”, in Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), pp. 2054-2057, Seattle, USA, May 2008.
  45. Yifeng He, Ivan Lee, and Ling Guan, “Distributed throughput maximization in hybrid-forwarding P2P VoD applications”, in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 2165-2168, Las Vegas, USA, Apr. 2008.
  46. Yifeng He, Ivan Lee, and Ling Guan, “Video multicast over wireless ad hoc networks using distributed optimization”, in Proc. of Pacific-rim Conference on Multimedia (PCM), pp. 296-305, Hongkong, Dec. 2007. (Best Paper Award)
  47. Yifeng He, Ivan Lee, and Ling Guan, “Network lifetime maximization in wireless visual sensor networks using a distributed algorithm”, in Proc. of IEEE International Conference on Multimedia and Expo (ICME), pp. 2174-2177, Beijing, China, Jul. 2007.
  48. Yifeng He, Ivan Lee, and Ling Guan, “Distributed rate allocation in p2p streaming”, in Proc. of IEEE International Conference on Multimedia and Expo (ICME), Special Session on P2P Multimedia Content Access and Distribution, pp. 388-391, Beijing, China, Jul. 2007.
  49. Yifeng He, Ivan Lee, and Ling Guan, “Optimized multi-path routing using dual decomposition for wireless video streaming”, in Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), pp. 977-980, New Orleans, USA, May 2007.
  50. Yifeng He, Ivan Lee, and Ling Guan, “Substream allocation in layered P2P streaming”, in Proc. of IEEE International Conference on Multimedia and Expo (ICME), pp. 1505-1508, Toronto, Canada, Jul. 2006. ]
  51. Ivan Lee, Yifeng He, and Ling Guan, “Centralized P2P streaming with MDC”, in Proc. of IEEE International Workshop on Multimedia Signal Processing (MMSP), Special Session on Peer-to-Peer Media Communication, pp. 189-192, Shanghai, China, Oct. 2005.
  52. Yifeng He, Ivan Lee, Xijia Gu, and Ling Guan, “Centralized peer-to-peer video streaming over hybrid wireless network”, in Proc. of IEEE International Conference on Multimedia and Expo (ICME), pp. 550-553, Amsterdam, the Netherlands, Jul. 2005.
  53. Xijia Gu, Yifeng He, Hatice Kosek, and Xavier Fernando, “Transmission efficiency improvement in microwave fiber-optic link using sub-picometer optic bandpass filter”, in Proc. of SPIE Photonics North, vol. 5971, pp. 597123-1-597123-6, Toronto, Canada, Sep. 2005.
  54. Xavier Fernando, Hatice Kosek, Yifeng He, and Xijia Gu, “Optical domain demultiplexing of subcarrier multiplexed cellular and wireless LAN radio signals”, in Proc. of SPIE Photonics North, vol. 5971, pp. 59711S1-59711S6, Toronto, Canada, Sep. 2005.


Last Updated: Feb. 01, 2019.