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Jing Xiao
PhD Student

No longer a member of RI.

For more information, see my personal homepage.

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Research interests

My research interests are in the areas of Computer Vision, Pattern Recognition, Computer Animation, Human Computer Interaction, Machine Learning, Medical Image Processing, and Robotics. I am currently working on non-rigid object shape and motion recovery from video, deformable shape registration and modeling, 3D shape reconstruction and modeling of human faces, real-time 2D/3D visual tracking, facial expression recognition, and facial animation. Prior to these works, my research topics included feature grouping and object detection, image segmentation, image enhancement, and automatic control.

Research interest keywords

animation, computer vision, human-computer interaction, machine learning, medical imaging, and object recognition

Past Labs & Groups

Face Group - Robust detection, recognition, and tracking of human faces with automated analysis of expressions

Human Identification at a Distance - We are developing and evaluating human identification technologies as part of the Defense Advanced Research Projects Agency (DARPA) sponsored program in Human Identification at a Distance (HumanID).

Past Projects

2D->3D Face Model Construction - We develop a linear algorithm that uniquely recovers the 3D non-rigid shapes and poses of a human face from a 2D monocular video.	3D Head Motion Recovery in Real Time - A cylindrical model-based algorithm recovers the full motion (3D rotations and 3D translations) of the head in real time.
AAM Fitting Algorithms - Many varieties of algorithms for fitting Cootes and Taylor's "Active Appearance Models" are developed.	Face and Facial Feature Tracking - Rigid Tracking of Faces and Non-Rigid Tracking of Facial Features
Face Model Building and Fitting - Techniques for building and fitting 2D and 3D models of human faces and heads.	Facial Expression Analysis - Automatic facial expression encoding, extraction and recognition, and expression intensity estimation for the applications of MPEG4 application: teleconferencing, human-computer interaction/interface.

Recent publications [View all 22 publications]

• Meticulously detailed eye model and its application to analysis of facial image
  T. Moriyama, J. Xiao, J. Cohn, and T. Kanade
  IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 28, No. 5, May, 2006, pp. 738 - 752. [Abstract]
  Download: pdf [6185 KB] copyrighted

• On the Dimensionality of Deformable Face Models
  I. Matthews, J. Xiao, and S. Baker
  tech. report CMU-RI-TR-06-12, Robotics Institute, Carnegie Mellon University, March, 2006. [Abstract]
  Download: pdf [1489 KB] copyrighted

• Simultaneous Registration and Modeling of Deformable Shapes
  J. Xiao, B. Georgescu, X. Zhou, D. Comaniciu, and T. Kanade
  2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Vol. 2, 2006, pp. 2429 - 2436. [Abstract]
  Download: pdf [3155 KB] copyrighted

• Multi-View AAM Fitting and Camera Calibration
  S.C. Koterba, S. Baker, I. Matthews, C. Hu, J. Xiao, J. Cohn, and T. Kanade
  Proc. International Conference on Computer Vision, Vol. 1, October, 2005, pp. 511 - 518. [Abstract]
  Download: pdf [2053 KB] copyrighted

• Uncalibrated perspective reconstruction of deformable structures
  J. Xiao and T. Kanade
  Tenth IEEE International Conference on Computer Vision (ICCV '05), Vol. 2, October, 2005, pp. 1075 - 1082. [Abstract]
  Download: pdf [288 KB] copyrighted

• Reconstruction, Registration, and Modeling of Deformable Object Shapes
  J. Xiao
  doctoral dissertation, tech. report CMU-RI-TR-05-22, Robotics Institute, Carnegie Mellon University, May, 2005. [Abstract]
  Download: pdf [8518 KB] copyrighted

• Automatic analysis and recognition of brow actions and head motion in spontaneous facial behavior
  J. Cohn, L.I. Reed, Z. Ambadar, J. Xiao, and T. Moriyama
  Proceedings of the IEEE Conference on Systems, Man, and Cybernetics, Vol. 1, October, 2004, pp. 610 - 616. [Abstract]
  Download: pdf [219 KB] copyrighted

• Real-Time Non-Rigid Driver Head Tracking for Driver Mental State Estimation
  S. Baker, I. Matthews, J. Xiao, R. Gross, T. Kanade, and T. Ishikawa
  11th World Congress on Intelligent Transportation Systems, October, 2004. [Abstract]
  Download: pdf [1062 KB] copyrighted

• Fitting a Single Active Appearance Model Simultaneously to Multiple Images
  C. Hu, J. Xiao, I. Matthews, S. Baker, J. Cohn, and T. Kanade
  Proceedings of the British Machine Vision Conference, September, 2004. [Abstract]
  Download: pdf [2885 KB] copyrighted

• Non-Rigid Shape and Motion Recovery: Degenerate Deformations
  J. Xiao and T. Kanade
  Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Vol. 1, June, 2004, pp. 668 - 675. [Abstract]
  Download: pdf [511 KB] copyrighted